Datasets:
Tasks:
Summarization
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
bills-summarization
License:
Commit
·
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Parent(s):
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Update parquet files
Browse files- .gitattributes +0 -27
- README.md +0 -220
- billsum.py +0 -108
- dataset_infos.json +0 -1
- default/billsum-ca_test.parquet +3 -0
- default/billsum-test.parquet +3 -0
- default/billsum-train.parquet +3 -0
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README.md
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---
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annotations_creators:
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- found
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language_creators:
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- found
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language:
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- en
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license:
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- cc0-1.0
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multilinguality:
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- monolingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- original
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task_categories:
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- summarization
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task_ids: []
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paperswithcode_id: billsum
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pretty_name: BillSum
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train-eval-index:
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- config: default
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task: summarization
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task_id: summarization
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splits:
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train_split: train
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eval_split: test
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col_mapping:
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text: text
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summary: target
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metrics:
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- type: rouge
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name: Rouge
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tags:
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- bills-summarization
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dataset_info:
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features:
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- name: text
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dtype: string
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- name: summary
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dtype: string
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- name: title
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dtype: string
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splits:
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- name: train
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num_bytes: 219596090
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num_examples: 18949
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- name: test
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num_bytes: 37866257
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num_examples: 3269
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- name: ca_test
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num_bytes: 14945291
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num_examples: 1237
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download_size: 67260676
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dataset_size: 272407638
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---
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# Dataset Card for "billsum"
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:** [https://github.com/FiscalNote/BillSum](https://github.com/FiscalNote/BillSum)
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Size of downloaded dataset files:** 64.14 MB
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- **Size of the generated dataset:** 259.80 MB
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- **Total amount of disk used:** 323.94 MB
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### Dataset Summary
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BillSum, summarization of US Congressional and California state bills.
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There are several features:
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- text: bill text.
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- summary: summary of the bills.
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- title: title of the bills.
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features for us bills. ca bills does not have.
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- text_len: number of chars in text.
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- sum_len: number of chars in summary.
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### Supported Tasks and Leaderboards
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Languages
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## Dataset Structure
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### Data Instances
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#### default
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- **Size of downloaded dataset files:** 64.14 MB
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- **Size of the generated dataset:** 259.80 MB
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- **Total amount of disk used:** 323.94 MB
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An example of 'train' looks as follows.
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```
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{
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"summary": "some summary",
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"text": "some text.",
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"title": "An act to amend Section xxx."
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}
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```
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### Data Fields
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The data fields are the same among all splits.
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#### default
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- `text`: a `string` feature.
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- `summary`: a `string` feature.
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- `title`: a `string` feature.
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### Data Splits
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| name |train|ca_test|test|
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|-------|----:|------:|---:|
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|default|18949| 1237|3269|
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## Dataset Creation
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### Curation Rationale
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Source Data
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#### Initial Data Collection and Normalization
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The data consists of three parts: US training bills, US test bills and California test bills. The US bills were collected from the [Govinfo](https://github.com/unitedstates/congress) service provided by the United States Government Publishing Office (GPO) under CC0-1.0 license. The California, bills from the 2015-2016 session are available from the legislature’s [website](https://leginfo.legislature.ca.gov/).
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#### Who are the source language producers?
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Annotations
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#### Annotation process
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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#### Who are the annotators?
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Personal and Sensitive Information
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Discussion of Biases
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Other Known Limitations
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## Additional Information
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### Dataset Curators
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Licensing Information
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Citation Information
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```
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@misc{kornilova2019billsum,
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title={BillSum: A Corpus for Automatic Summarization of US Legislation},
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author={Anastassia Kornilova and Vlad Eidelman},
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year={2019},
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eprint={1910.00523},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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### Contributions
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Thanks to [@thomwolf](https://github.com/thomwolf), [@jplu](https://github.com/jplu), [@lewtun](https://github.com/lewtun) for adding this dataset.
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billsum.py
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# coding=utf-8
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# Copyright 2020 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Lint as: python3
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"""BillSum Dataset."""
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import json
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import os
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import datasets
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_CITATION = """
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@misc{kornilova2019billsum,
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title={BillSum: A Corpus for Automatic Summarization of US Legislation},
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author={Anastassia Kornilova and Vlad Eidelman},
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year={2019},
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eprint={1910.00523},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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"""
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_DESCRIPTION = """
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BillSum, summarization of US Congressional and California state bills.
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There are several features:
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- text: bill text.
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- summary: summary of the bills.
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- title: title of the bills.
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features for us bills. ca bills does not have.
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- text_len: number of chars in text.
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- sum_len: number of chars in summary.
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"""
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_URL = "https://drive.google.com/uc?export=download&id=1g89WgFHMRbr4QrvA0ngh26PY081Nv3lx"
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_LICENSE = "CC0"
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_DOCUMENT = "text"
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_SUMMARY = "summary"
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class Billsum(datasets.GeneratorBasedBuilder):
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"""BillSum Dataset."""
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# 2.0.0 data source updated to filter near duplicates.
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# 3.0.0 none of the test examples are 'near duplicates' of an example in the
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# train set AND they dont have the same title, regardless of similarity.
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VERSION = datasets.Version("3.0.0")
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
|
68 |
-
license=_LICENSE,
|
69 |
-
features=datasets.Features(
|
70 |
-
{
|
71 |
-
_DOCUMENT: datasets.Value("string"),
|
72 |
-
_SUMMARY: datasets.Value("string"),
|
73 |
-
"title": datasets.Value("string"),
|
74 |
-
}
|
75 |
-
),
|
76 |
-
supervised_keys=(_DOCUMENT, _SUMMARY),
|
77 |
-
homepage="https://github.com/FiscalNote/BillSum",
|
78 |
-
citation=_CITATION,
|
79 |
-
)
|
80 |
-
|
81 |
-
def _split_generators(self, dl_manager):
|
82 |
-
"""Returns SplitGenerators."""
|
83 |
-
dl_path = dl_manager.download_and_extract(_URL)
|
84 |
-
return [
|
85 |
-
datasets.SplitGenerator(
|
86 |
-
name=datasets.Split.TRAIN,
|
87 |
-
gen_kwargs={"path": os.path.join(dl_path, "us_train_data_final_OFFICIAL.jsonl"), "key": "bill_id"},
|
88 |
-
),
|
89 |
-
datasets.SplitGenerator(
|
90 |
-
name=datasets.Split.TEST,
|
91 |
-
gen_kwargs={"path": os.path.join(dl_path, "us_test_data_final_OFFICIAL.jsonl"), "key": "bill_id"},
|
92 |
-
),
|
93 |
-
datasets.SplitGenerator(
|
94 |
-
name="ca_test",
|
95 |
-
gen_kwargs={"path": os.path.join(dl_path, "ca_test_data_final_OFFICIAL.jsonl"), "key": "external_id"},
|
96 |
-
),
|
97 |
-
]
|
98 |
-
|
99 |
-
def _generate_examples(self, path=None, key=None):
|
100 |
-
"""Yields examples."""
|
101 |
-
with open(path, encoding="utf-8") as f:
|
102 |
-
for line in f:
|
103 |
-
# in us bills, json has fields:
|
104 |
-
# text, summary, title, bill_id, text_len, sum_len
|
105 |
-
# in ca bills, json has fields:
|
106 |
-
# text, summary, title, external_id
|
107 |
-
d = json.loads(line)
|
108 |
-
yield d[key], {k: d[k] for k in [_DOCUMENT, _SUMMARY, "title"]}
|
|
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|
|
|
|
|
|
|
dataset_infos.json
DELETED
@@ -1 +0,0 @@
|
|
1 |
-
{"default": {"description": "\nBillSum, summarization of US Congressional and California state bills.\n\nThere are several features:\n - text: bill text.\n - summary: summary of the bills.\n - title: title of the bills.\nfeatures for us bills. ca bills does not have.\n - text_len: number of chars in text.\n - sum_len: number of chars in summary.\n", "citation": "\n@misc{kornilova2019billsum,\n title={BillSum: A Corpus for Automatic Summarization of US Legislation},\n author={Anastassia Kornilova and Vlad Eidelman},\n year={2019},\n eprint={1910.00523},\n archivePrefix={arXiv},\n primaryClass={cs.CL}\n}\n", "homepage": "https://github.com/FiscalNote/BillSum", "license": "CC0", "features": {"text": {"dtype": "string", "id": null, "_type": "Value"}, "summary": {"dtype": "string", "id": null, "_type": "Value"}, "title": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": {"input": "text", "output": "summary"}, "task_templates": null, "builder_name": "billsum", "config_name": "default", "version": {"version_str": "3.0.0", "description": null, "major": 3, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 219596090, "num_examples": 18949, "dataset_name": "billsum"}, "test": {"name": "test", "num_bytes": 37866257, "num_examples": 3269, "dataset_name": "billsum"}, "ca_test": {"name": "ca_test", "num_bytes": 14945291, "num_examples": 1237, "dataset_name": "billsum"}}, "download_checksums": {"https://drive.google.com/uc?export=download&id=1g89WgFHMRbr4QrvA0ngh26PY081Nv3lx": {"num_bytes": 67260676, "checksum": "5a55dfb231618d63b25cec4773280a2986d38f53d6d4d39b8256b278edf1110c"}}, "download_size": 67260676, "post_processing_size": null, "dataset_size": 272407638, "size_in_bytes": 339668314}}
|
|
|
|
default/billsum-ca_test.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d97d00e7738bde0c98f850c5ab3c1d54543ae14d06d32495a300f807f4f47668
|
3 |
+
size 6121190
|
default/billsum-test.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fe4c75db9ba386d535ed4a748d9a29d77c4567c3137991c3ab5108c22e58fd1b
|
3 |
+
size 15797078
|
default/billsum-train.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a2ff61b3513e74b742ba906c178e7dd805c79f138aa5c6f3eca9900a66661a1f
|
3 |
+
size 91811111
|