Datasets:
Tasks:
Question Answering
Modalities:
Text
Sub-tasks:
closed-domain-qa
Languages:
English
Size:
1K - 10K
ArXiv:
License:
Delete loading script
Browse files
qasper.py
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# coding=utf-8
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# Copyright 2022 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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"""Qasper: A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers."""
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import json
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import datasets
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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@inproceedings{Dasigi2021ADO,
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title={A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers},
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author={Pradeep Dasigi and Kyle Lo and Iz Beltagy and Arman Cohan and Noah A. Smith and Matt Gardner},
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year={2021}
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}
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"""
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_LICENSE = "CC BY 4.0"
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_DESCRIPTION = """\
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A dataset containing 1585 papers with 5049 information-seeking questions asked by regular readers of NLP papers, and answered by a separate set of NLP practitioners.
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"""
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_HOMEPAGE = "https://allenai.org/data/qasper"
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_URL_TRAIN_DEV = "https://qasper-dataset.s3.us-west-2.amazonaws.com/qasper-train-dev-v0.3.tgz"
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_URL_TEST = "https://qasper-dataset.s3.us-west-2.amazonaws.com/qasper-test-and-evaluator-v0.3.tgz"
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_DATA_FILES = {"train": "qasper-train-v0.3.json",
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"dev": "qasper-dev-v0.3.json",
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"test": "qasper-test-v0.3.json"}
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_VERSION = "0.3.0"
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class Qasper(datasets.GeneratorBasedBuilder):
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"""Qasper: A Dataset of Information-Seeking Q&A Anchored in Research Papers."""
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name="qasper",
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version=datasets.Version(_VERSION),
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description=_DESCRIPTION,
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)
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]
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def _info(self):
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features = datasets.Features(
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{
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"id": datasets.Value("string"),
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"title": datasets.Value("string"),
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"abstract": datasets.Value("string"),
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"full_text": datasets.features.Sequence(
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{
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"section_name": datasets.Value("string"),
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"paragraphs": [datasets.Value("string")],
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}
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),
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"qas": datasets.features.Sequence(
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{
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"question": datasets.Value("string"),
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"question_id": datasets.Value("string"),
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"nlp_background": datasets.Value("string"),
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"topic_background": datasets.Value("string"),
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"paper_read": datasets.Value("string"),
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"search_query": datasets.Value("string"),
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"question_writer": datasets.Value("string"),
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"answers": datasets.features.Sequence(
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{
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"answer": {
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"unanswerable": datasets.Value("bool"),
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"extractive_spans": datasets.features.Sequence(datasets.Value("string")),
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"yes_no": datasets.Value("bool"),
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"free_form_answer": datasets.Value("string"),
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"evidence": datasets.features.Sequence(datasets.Value("string")),
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"highlighted_evidence": datasets.features.Sequence(datasets.Value("string")),
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},
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"annotation_id": datasets.Value("string"),
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"worker_id": datasets.Value("string"),
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}
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),
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}
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),
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"figures_and_tables": datasets.features.Sequence(
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{
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"caption": datasets.Value("string"),
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"file": datasets.Value("string"),
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}
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),
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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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archive_train_dev, archive_test = dl_manager.download((
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_URL_TRAIN_DEV, _URL_TEST)
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)
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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": _DATA_FILES["train"],
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"files": dl_manager.iter_archive(archive_train_dev)},
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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": _DATA_FILES["dev"],
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"files": dl_manager.iter_archive(archive_train_dev)},
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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": _DATA_FILES["test"],
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"files": dl_manager.iter_archive(archive_test)},
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),
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]
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def _generate_examples(self, filepath, files):
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"""This function returns the examples in the raw (text) form."""
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logger.info("generating examples from = %s", filepath)
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for path, f in files:
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if path == filepath:
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qasper = json.loads(f.read().decode("utf-8"))
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for id_ in qasper:
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qasper[id_]["id"] = id_
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yield id_, qasper[id_]
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break
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