babi_qa

อ้างอิง:

• รหัส
• กอดหน้า

en-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	125

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	199
'train'	198

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	93
'train'	94

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	167
'train'	167

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	125

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	125

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	198
'train'	198

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	94
'train'	93

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	2500

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	1250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	199
'train'	1978

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-10k-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-10k-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	93
'train'	933

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	900
'validation'	100

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	180
'validation'	20

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	225
'validation'	25

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	900
'validation'	100

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	113
'validation'	12

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	199
'train'	179
'validation'	19

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	900
'validation'	100

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	93
'train'	85
'validation'	9

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	9000
'validation'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	1800
'validation'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	2250
'validation'	250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	9000
'validation'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	1125
'validation'	125

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	199
'train'	พ.ศ. 2324
'validation'	197

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	9000
'validation'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

en-valid-10k-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/en-valid-10k-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	93
'train'	840
'validation'	93

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	167
'train'	1667

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	1250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	2500

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	1250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	198
'train'	1977

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

hn-10k-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/hn-10k-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	94
'train'	934

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	200

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	125

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	199
'train'	198

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	1,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับ-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	93
'train'	94

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa1

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa1')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa2

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa2')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa3

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa3')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa4

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa4')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa5

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa5')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa6

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa6')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa7

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa7')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa8

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa8')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa9

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa9')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa10

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa10')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa11

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa11')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa12

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa12')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa13

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa13')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa14

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa14')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	200
'train'	2000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa15

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa15')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	250
'train'	2500

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa16

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa16')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa17

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa17')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	125
'train'	1250

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa18

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa18')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	199
'train'	1978

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa19

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa19')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	1,000
'train'	10,000

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

สับเปลี่ยน-10k-qa20

ใช้คำสั่งต่อไปนี้เพื่อโหลดชุดข้อมูลนี้ใน TFDS:

ds = tfds.load('huggingface:babi_qa/shuffled-10k-qa20')

• คำอธิบาย :

The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading
comprehension via question answering. Our tasks measure understanding
in several ways: whether a system is able to answer questions via chaining facts,
simple induction, deduction and many more. The tasks are designed to be prerequisites
for any system that aims to be capable of conversing with a human.
The aim is to classify these tasks into skill sets,so that researchers
can identify (and then rectify)the failings of their systems.

• ใบอนุญาต : ใบอนุญาต Creative Commons Attribution 3.0
• เวอร์ชั่น : 1.2.0
• แยก :

แยก	ตัวอย่าง
'test'	93
'train'	933

• คุณสมบัติ :

{
    "story": {
        "feature": {
            "id": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "type": {
                "num_classes": 2,
                "names": [
                    "context",
                    "question"
                ],
                "names_file": null,
                "id": null,
                "_type": "ClassLabel"
            },
            "text": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            },
            "supporting_ids": {
                "feature": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "length": -1,
                "id": null,
                "_type": "Sequence"
            },
            "answer": {
                "dtype": "string",
                "id": null,
                "_type": "Value"
            }
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}