참고자료:
TFDS에 이 데이터세트를 로드하려면 다음 명령어를 사용하세요.
ds = tfds.load('huggingface:natural_questions')
- 설명 :
The NQ corpus contains questions from real users, and it requires QA systems to
read and comprehend an entire Wikipedia article that may or may not contain the
answer to the question. The inclusion of real user questions, and the
requirement that solutions should read an entire page to find the answer, cause
NQ to be a more realistic and challenging task than prior QA datasets.
- 라이센스 : 알려진 라이센스 없음
- 버전 : 0.0.2
- 분할 :
나뉘다 | 예 |
---|---|
'train' | 307373 |
'validation' | 7830 |
- 특징 :
{
"id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"document": {
"title": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"html": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"tokens": {
"feature": {
"token": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"is_html": {
"dtype": "bool",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"question": {
"text": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"tokens": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"annotations": {
"feature": {
"id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"long_answer": {
"start_token": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_token": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"start_byte": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_byte": {
"dtype": "int64",
"id": null,
"_type": "Value"
}
},
"short_answers": {
"feature": {
"start_token": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_token": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"start_byte": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"end_byte": {
"dtype": "int64",
"id": null,
"_type": "Value"
},
"text": {
"dtype": "string",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"yes_no_answer": {
"num_classes": 2,
"names": [
"NO",
"YES"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
}