--- languages: - en paperswithcode_id: discofuse --- # Dataset Card for "discofuse" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [https://github.com/google-research-datasets/discofuse](https://github.com/google-research-datasets/discofuse) - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 5764.06 MB - **Size of the generated dataset:** 20547.64 MB - **Total amount of disk used:** 26311.70 MB ### Dataset Summary DISCOFUSE is a large scale dataset for discourse-based sentence fusion. ### Supported Tasks and Leaderboards [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## 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 | name | train |validation| test | |-------------------|-------:|---------:|-----:| |discofuse-sport |43291020| 440902|445521| |discofuse-wikipedia|16310585| 168081|163657| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data #### Initial Data Collection and Normalization [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the source language producers? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations #### Annotation process [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the annotators? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### 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} } ``` ### Contributions Thanks to [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun) for adding this dataset.