Datasets:
Tasks:
Question Answering
Modalities:
Text
Formats:
parquet
Sub-tasks:
open-domain-qa
Languages:
English
Size:
10K - 100K
ArXiv:
License:
Convert dataset to Parquet (#4)
Browse files- Convert dataset to Parquet (d6dcac7579df38417858338365e2cf00aafbadd1)
- Delete loading script (e887d1bfd44f95154ef0750b8ed785db962b1449)
- README.md +16 -7
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
- tweet_qa.py +0 -110
README.md
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@@ -31,16 +31,25 @@ dataset_info:
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dtype: string
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splits:
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- name: train
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num_bytes:
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num_examples: 10692
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- name: test
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num_bytes: 473730
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num_examples: 1979
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- name: validation
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num_bytes:
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num_examples: 1086
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---
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# Dataset Card for TweetQA
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dtype: string
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splits:
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- name: train
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num_bytes: 2769996
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num_examples: 10692
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- name: validation
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num_bytes: 295415
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num_examples: 1086
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- name: test
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num_bytes: 473710
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num_examples: 1979
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download_size: 2434334
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dataset_size: 3539121
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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- split: validation
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path: data/validation-*
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- split: test
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path: data/test-*
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---
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# Dataset Card for TweetQA
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:106b6ffa73c1b4dd55869599e16f86a343fd2282bcc216fe536e7318333df904
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size 244219
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:4c2c9875c8f4c21fc19de197c145d4b6fd23ae03f2c73cd9a5715b727102a514
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size 2028441
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data/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:aff22da6d2aa8fac08a5de041a4813743c1b99cdfdce1e3f6ba7b0fb4864a1b1
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size 161674
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tweet_qa.py
DELETED
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# coding=utf-8
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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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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"""TWEETQA: A Social Media Focused Question Answering 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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@inproceedings{xiong2019tweetqa,
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title={TweetQA: A Social Media Focused Question Answering Dataset},
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author={Xiong, Wenhan and Wu, Jiawei and Wang, Hong and Kulkarni, Vivek and Yu, Mo and Guo, Xiaoxiao and Chang, Shiyu and Wang, William Yang},
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booktitle={Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics},
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year={2019}
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}
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"""
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_DESCRIPTION = """\
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TweetQA is the first dataset for QA on social media data by leveraging news media and crowdsourcing.
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"""
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_HOMEPAGE = "https://tweetqa.github.io/"
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_LICENSE = "CC BY-SA 4.0"
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_URL = "https://sites.cs.ucsb.edu/~xwhan/datasets/tweetqa.zip"
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class TweetQA(datasets.GeneratorBasedBuilder):
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"""TweetQA: first large-scale dataset for QA over social media data"""
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VERSION = datasets.Version("1.0.0")
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def _info(self):
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features = datasets.Features(
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{
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"Question": datasets.Value("string"),
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"Answer": datasets.Sequence(datasets.Value("string")),
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"Tweet": datasets.Value("string"),
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"qid": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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supervised_keys=None,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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data_dir = dl_manager.download_and_extract(_URL)
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train_path = os.path.join(data_dir, "TweetQA_data", "train.json")
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test_path = os.path.join(data_dir, "TweetQA_data", "test.json")
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dev_path = os.path.join(data_dir, "TweetQA_data", "dev.json")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"filepath": train_path,
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"filepath": test_path,
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"split": "test",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"filepath": dev_path,
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"split": "dev",
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},
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),
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]
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def _generate_examples(self, filepath, split):
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"""Yields examples."""
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with open(filepath, encoding="utf-8") as f:
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tweet_qa = json.load(f)
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idx = 0
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for data in tweet_qa:
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yield idx, {
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"Question": data["Question"],
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"Answer": [] if split == "test" else data["Answer"],
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"Tweet": data["Tweet"],
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"qid": data["qid"],
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}
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idx += 1
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