স্বাভাবিক_প্রশ্ন

তথ্যসূত্র:

TFDS এ এই ডেটাসেট লোড করতে নিম্নলিখিত কমান্ডটি ব্যবহার করুন:

ds = tfds.load('huggingface:natural_questions')
  • বর্ণনা :
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.
  • লাইসেন্স : কোনো পরিচিত লাইসেন্স নেই
  • সংস্করণ : 0.0.2
  • বিভাজন :
বিভক্ত উদাহরণ
'train' 307373
'validation' 7830
  • বৈশিষ্ট্য :
{
    "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"
    }
}