README.md

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Dataset Card for "scicite"

Table of Contents

• Dataset Description
  • Dataset Summary
  • Supported Tasks
  • Languages
• Dataset Structure
  • Data Instances
  • Data Fields
  • Data Splits Sample Size
• Dataset Creation
  • Curation Rationale
  • Source Data
  • Annotations
  • Personal and Sensitive Information
• Considerations for Using the Data
  • Social Impact of Dataset
  • Discussion of Biases
  • Other Known Limitations
• Additional Information
  • Dataset Curators
  • Licensing Information
  • Citation Information
  • Contributions

Dataset Description

• Homepage: https://github.com/allenai/scicite
• Repository: More Information Needed
• Paper: More Information Needed
• Point of Contact: More Information Needed
• Size of downloaded dataset files: 22.12 MB
• Size of the generated dataset: 4.91 MB
• Total amount of disk used: 27.02 MB

Dataset Summary

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

Supported Tasks

More Information Needed

Languages

More Information Needed

Dataset Structure

We show detailed information for up to 5 configurations of the dataset.

Data Instances

default

• Size of downloaded dataset files: 22.12 MB
• Size of the generated dataset: 4.91 MB
• Total amount of disk used: 27.02 MB

An example of 'validation' looks as follows.

{
    "citeEnd": 68,
    "citeStart": 64,
    "citedPaperId": "5e413c7872f5df231bf4a4f694504384560e98ca",
    "citingPaperId": "8f1fbe460a901d994e9b81d69f77bfbe32719f4c",
    "excerpt_index": 0,
    "id": "8f1fbe460a901d994e9b81d69f77bfbe32719f4c>5e413c7872f5df231bf4a4f694504384560e98ca",
    "isKeyCitation": false,
    "label": 2,
    "label2": 0,
    "label2_confidence": 0.0,
    "label_confidence": 0.0,
    "sectionName": "Discussion",
    "source": 4,
    "string": "These results are in contrast with the findings of Santos et al.(16), who reported a significant association between low sedentary time and healthy CVF among Portuguese"
}

Data Fields

The data fields are the same among all splits.

default

• string: a string feature.
• sectionName: a string feature.
• label: a classification label, with possible values including method (0), background (1), result (2).
• citingPaperId: a string feature.
• citedPaperId: a string feature.
• excerpt_index: a int32 feature.
• isKeyCitation: a bool feature.
• label2: a classification label, with possible values including supportive (0), not_supportive (1), cant_determine (2), none (3).
• citeEnd: a int64 feature.
• citeStart: a int64 feature.
• source: a classification label, with possible values including properNoun (0), andPhrase (1), acronym (2), etAlPhrase (3), explicit (4).
• label_confidence: a float32 feature.
• label2_confidence: a float32 feature.
• id: a string feature.

Data Splits Sample Size

name	train	validation	test
default	8194	916	1859

Dataset Creation

Curation Rationale

More Information Needed

Source Data

More Information Needed

Annotations

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

More Information Needed

Citation Information

@InProceedings{Cohan2019Structural,
  author={Arman Cohan and Waleed Ammar and Madeleine Van Zuylen and Field Cady},
  title={Structural Scaffolds for Citation Intent Classification in Scientific Publications},
  booktitle="NAACL",
  year="2019"
}

Contributions

Thanks to @lewtun, @patrickvonplaten, @mariamabarham, @thomwolf for adding this dataset.