Dataset: discofuse


Dataset Card for "discofuse"

Table of Contents

Dataset Description

Dataset Summary

DISCOFUSE is a large scale dataset for discourse-based sentence fusion.

Supported Tasks

More Information Needed

Languages

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Dataset Structure

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

Data Instances

discofuse-sport

  • Size of downloaded dataset files: 4126.20 MB
  • Size of the generated dataset: 14341.49 MB
  • Total amount of disk used: 18467.70 MB

An example of 'train' looks as follows.

{
    "coherent_first_sentence": "Four LPr and three LC2000r HP Netservers handle customer management and web server functions .",
    "coherent_second_sentence": "Finally , an HP Netserver LT6000r hosts i2 Demand Planner and i2 Collaboration Planner .",
    "connective_string": "finally ,",
    "discourse_type": "PAIR_CONN",
    "has_coref_type_nominal": 0.0,
    "has_coref_type_pronoun": 0.0,
    "incoherent_first_sentence": "Four LPr and three LC2000r HP Netservers handle customer management and web server functions .",
    "incoherent_second_sentence": "An HP Netserver LT6000r hosts i2 Demand Planner and i2 Collaboration Planner ."
}

discofuse-wikipedia

  • Size of downloaded dataset files: 1637.86 MB
  • Size of the generated dataset: 6206.14 MB
  • Total amount of disk used: 7844.01 MB

An example of 'validation' looks as follows.

{
    "coherent_first_sentence": "Four LPr and three LC2000r HP Netservers handle customer management and web server functions .",
    "coherent_second_sentence": "Finally , an HP Netserver LT6000r hosts i2 Demand Planner and i2 Collaboration Planner .",
    "connective_string": "finally ,",
    "discourse_type": "PAIR_CONN",
    "has_coref_type_nominal": 0.0,
    "has_coref_type_pronoun": 0.0,
    "incoherent_first_sentence": "Four LPr and three LC2000r HP Netservers handle customer management and web server functions .",
    "incoherent_second_sentence": "An HP Netserver LT6000r hosts i2 Demand Planner and i2 Collaboration Planner ."
}

Data Fields

The data fields are the same among all splits.

discofuse-sport

  • connective_string: a string feature.
  • discourse_type: a string feature.
  • coherent_second_sentence: a string feature.
  • has_coref_type_pronoun: a float32 feature.
  • incoherent_first_sentence: a string feature.
  • incoherent_second_sentence: a string feature.
  • has_coref_type_nominal: a float32 feature.
  • coherent_first_sentence: a string feature.

discofuse-wikipedia

  • connective_string: a string feature.
  • discourse_type: a string feature.
  • coherent_second_sentence: a string feature.
  • has_coref_type_pronoun: a float32 feature.
  • incoherent_first_sentence: a string feature.
  • incoherent_second_sentence: a string feature.
  • has_coref_type_nominal: a float32 feature.
  • coherent_first_sentence: a string feature.

Data Splits Sample Size

name train validation test
discofuse-sport 43291020 440902 445521
discofuse-wikipedia 16310585 168081 163657

Dataset Creation

Curation Rationale

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Source Data

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Annotations

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Personal and Sensitive Information

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Considerations for Using the Data

Social Impact of Dataset

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Discussion of Biases

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Other Known Limitations

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Additional Information

Dataset Curators

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Licensing Information

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Citation Information

@InProceedings{GevaEtAl2019,
  title = {DiscoFuse: A Large-Scale Dataset for Discourse-Based Sentence Fusion},
  author = {Geva, Mor and Malmi, Eric and Szpektor, Idan and Berant, Jonathan},
  booktitle = {Proceedings of the 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  note = {arXiv preprint arXiv:1902.10526},
  year = {2019}
}

Models trained or fine-tuned on discofuse