scicite

참조:

다음 명령을 사용하여 TFDS에서 이 데이터세트를 로드합니다.

ds = tfds.load('huggingface:scicite')
  • 설명 :
This is a dataset for classifying citation intents in academic papers.
The main citation intent label for each Json object is specified with the label
key while the citation context is specified in with a context key. Example:
{
 'string': 'In chacma baboons, male-infant relationships can be linked to both
    formation of friendships and paternity success [30,31].'
 'sectionName': 'Introduction',
 'label': 'background',
 'citingPaperId': '7a6b2d4b405439',
 'citedPaperId': '9d1abadc55b5e0',
 ...
 }
You may obtain the full information about the paper using the provided paper ids
with the Semantic Scholar API (https://api.semanticscholar.org/).
The labels are:
Method, Background, Result
  • 라이선스 : 알려진 라이선스 없음
  • 버전 : 1.0.0
  • 분할 :
나뉘다
'test' 1859년
'train' 8194
'validation' 916
  • 특징 :
{
    "string": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "sectionName": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "label": {
        "num_classes": 3,
        "names": [
            "method",
            "background",
            "result"
        ],
        "names_file": null,
        "id": null,
        "_type": "ClassLabel"
    },
    "citingPaperId": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "citedPaperId": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "excerpt_index": {
        "dtype": "int32",
        "id": null,
        "_type": "Value"
    },
    "isKeyCitation": {
        "dtype": "bool",
        "id": null,
        "_type": "Value"
    },
    "label2": {
        "num_classes": 4,
        "names": [
            "supportive",
            "not_supportive",
            "cant_determine",
            "none"
        ],
        "names_file": null,
        "id": null,
        "_type": "ClassLabel"
    },
    "citeEnd": {
        "dtype": "int64",
        "id": null,
        "_type": "Value"
    },
    "citeStart": {
        "dtype": "int64",
        "id": null,
        "_type": "Value"
    },
    "source": {
        "num_classes": 7,
        "names": [
            "properNoun",
            "andPhrase",
            "acronym",
            "etAlPhrase",
            "explicit",
            "acronymParen",
            "nan"
        ],
        "names_file": null,
        "id": null,
        "_type": "ClassLabel"
    },
    "label_confidence": {
        "dtype": "float32",
        "id": null,
        "_type": "Value"
    },
    "label2_confidence": {
        "dtype": "float32",
        "id": null,
        "_type": "Value"
    },
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    }
}