Datasets:
Tasks:
Text2Text Generation
Formats:
parquet
Languages:
English
Size:
10M - 100M
ArXiv:
Tags:
sentence-fusion
License:
| annotations_creators: | |
| - machine-generated | |
| language: | |
| - en | |
| language_creators: | |
| - found | |
| license: | |
| - cc-by-sa-3.0 | |
| multilinguality: | |
| - monolingual | |
| pretty_name: DiscoFuse | |
| size_categories: | |
| - 10M<n<100M | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text2text-generation | |
| task_ids: [] | |
| paperswithcode_id: discofuse | |
| tags: | |
| - sentence-fusion | |
| dataset_info: | |
| - config_name: discofuse-sport | |
| features: | |
| - name: connective_string | |
| dtype: string | |
| - name: discourse_type | |
| dtype: string | |
| - name: coherent_second_sentence | |
| dtype: string | |
| - name: has_coref_type_pronoun | |
| dtype: float32 | |
| - name: incoherent_first_sentence | |
| dtype: string | |
| - name: incoherent_second_sentence | |
| dtype: string | |
| - name: has_coref_type_nominal | |
| dtype: float32 | |
| - name: coherent_first_sentence | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 14736279993 | |
| num_examples: 43291020 | |
| - name: test | |
| num_bytes: 151656323 | |
| num_examples: 445521 | |
| - name: validation | |
| num_bytes: 150207737 | |
| num_examples: 440902 | |
| download_size: 4326637746 | |
| dataset_size: 15038144053 | |
| - config_name: discofuse-wikipedia | |
| features: | |
| - name: connective_string | |
| dtype: string | |
| - name: discourse_type | |
| dtype: string | |
| - name: coherent_second_sentence | |
| dtype: string | |
| - name: has_coref_type_pronoun | |
| dtype: float32 | |
| - name: incoherent_first_sentence | |
| dtype: string | |
| - name: incoherent_second_sentence | |
| dtype: string | |
| - name: has_coref_type_nominal | |
| dtype: float32 | |
| - name: coherent_first_sentence | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 6377924196 | |
| num_examples: 16310585 | |
| - name: test | |
| num_bytes: 64008158 | |
| num_examples: 163657 | |
| - name: validation | |
| num_bytes: 65682035 | |
| num_examples: 168081 | |
| download_size: 1717422334 | |
| dataset_size: 6507614389 | |
| # 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 | |
| - **Repository:** https://github.com/google-research-datasets/discofuse | |
| - **Paper:** [DiscoFuse: A Large-Scale Dataset for Discourse-Based Sentence Fusion](https://arxiv.org/abs/1902.10526) | |
| - **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:** 6.04 GB | |
| - **Size of the generated dataset:** 21.55 GB | |
| - **Total amount of disk used:** 27.59 GB | |
| ### 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 | |
| ### Data Instances | |
| #### discofuse-sport | |
| - **Size of downloaded dataset files:** 4.33 GB | |
| - **Size of the generated dataset:** 15.04 GB | |
| - **Total amount of disk used:** 19.36 GB | |
| 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:** 1.72 GB | |
| - **Size of the generated dataset:** 6.51 GB | |
| - **Total amount of disk used:** 8.23 GB | |
| 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 | |
| The data is licensed under [Creative Commons Attribution-ShareAlike 3.0](https://creativecommons.org/licenses/by-sa/3.0/) license. | |
| ### 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. |