امتحانات

مراجع:

ترازها

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/alignments')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'full' 10834
  • ویژگی ها :
{
    "source_id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "target_id_list": {
        "feature": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

چند زبانه

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/multilingual')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'test' 13510
'train' 7961
'validation' 2672
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

چند زبانه_با_پارا

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/multilingual_with_para')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'test' 13510
'train' 7961
'validation' 2672
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_test

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_test')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'test' 19736
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_test

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_test')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'test' 19736
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_bg

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_bg')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 2344
'validation' 593
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_bg

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_bg')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 2344
'validation' 593
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_hr

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_hr')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 2341
'validation' 538
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_hr

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_hr')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 2341
'validation' 538
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_hu

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_hu')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1731
'validation' 536
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_hu

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_hu')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1731
'validation' 536
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_it

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_it')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1010
'validation' 246
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_it

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_it')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1010
'validation' 246
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_mk

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_mk')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1665
'validation' 410
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_mk

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_mk')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1665
'validation' 410
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_pl

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_pl')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1577
'validation' 394
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_pl

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_pl')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1577
'validation' 394
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_pt

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_pt')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 740
'validation' 184
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_pt

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_pt')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 740
'validation' 184
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_sq

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_sq')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1194
'validation' 311
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_sq

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_sq')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1194
'validation' 311
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_sr

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_sr')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1323
'validation' 314
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_sr

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_sr')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1323
'validation' 314
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_tr

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_tr')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1571
'validation' 393
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_tr

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_tr')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1571
'validation' 393
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_vi

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_vi')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1955
'validation' 488
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}

crosslingual_with_para_vi

برای بارگذاری این مجموعه داده در TFDS از دستور زیر استفاده کنید:

ds = tfds.load('huggingface:exams/crosslingual_with_para_vi')
  • توضیحات :
EXAMS is a benchmark dataset for multilingual and cross-lingual question answering from high school examinations.
It consists of more than 24,000 high-quality high school exam questions in 16 languages,
covering 8 language families and 24 school subjects from Natural Sciences and Social Sciences, among others.
  • مجوز : CC-BY-SA-4.0
  • نسخه : 1.0.0
  • تقسیم ها :
تقسیم کنید نمونه ها
'train' 1955
'validation' 488
  • ویژگی ها :
{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "question": {
        "stem": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "choices": {
            "feature": {
                "text": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "label": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                },
                "para": {
                    "dtype": "string",
                    "id": null,
                    "_type": "Value"
                }
            },
            "length": -1,
            "id": null,
            "_type": "Sequence"
        }
    },
    "answerKey": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "info": {
        "grade": {
            "dtype": "int32",
            "id": null,
            "_type": "Value"
        },
        "subject": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "language": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        }
    }
}