Datasets:
Tasks:
Token Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
acronym-identification
License:
Commit
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Parent(s):
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Delete loading script
Browse files- acronym_identification.py +0 -93
acronym_identification.py
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# coding=utf-8
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# Copyright 2020 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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import json
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import datasets
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_DESCRIPTION = """\
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Acronym identification training and development sets for the acronym identification task at SDU@AAAI-21.
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"""
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_HOMEPAGE_URL = "https://github.com/amirveyseh/AAAI-21-SDU-shared-task-1-AI"
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_CITATION = """\
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@inproceedings{veyseh-et-al-2020-what,
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title={{What Does This Acronym Mean? Introducing a New Dataset for Acronym Identification and Disambiguation}},
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author={Amir Pouran Ben Veyseh and Franck Dernoncourt and Quan Hung Tran and Thien Huu Nguyen},
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year={2020},
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booktitle={Proceedings of COLING},
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link={https://arxiv.org/pdf/2010.14678v1.pdf}
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}
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"""
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_TRAIN_URL = "https://raw.githubusercontent.com/amirveyseh/AAAI-21-SDU-shared-task-1-AI/master/dataset/train.json"
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_VALID_URL = "https://raw.githubusercontent.com/amirveyseh/AAAI-21-SDU-shared-task-1-AI/master/dataset/dev.json"
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_TEST_URL = "https://raw.githubusercontent.com/amirveyseh/AAAI-21-SDU-shared-task-1-AI/master/dataset/test.json"
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class AcronymIdentification(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"id": datasets.Value("string"),
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"tokens": datasets.Sequence(datasets.Value("string")),
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"labels": datasets.Sequence(
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datasets.ClassLabel(names=["B-long", "B-short", "I-long", "I-short", "O"])
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),
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},
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),
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supervised_keys=None,
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homepage=_HOMEPAGE_URL,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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train_path = dl_manager.download_and_extract(_TRAIN_URL)
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valid_path = dl_manager.download_and_extract(_VALID_URL)
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test_path = dl_manager.download_and_extract(_TEST_URL)
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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={"datapath": train_path, "datatype": "train"},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={"datapath": valid_path, "datatype": "valid"},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"datapath": test_path, "datatype": "test"},
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),
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]
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def _generate_examples(self, datapath, datatype):
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with open(datapath, encoding="utf-8") as f:
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data = json.load(f)
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for sentence_counter, d in enumerate(data):
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resp = {
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"id": d["id"],
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"tokens": d["tokens"],
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}
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if datatype != "test":
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resp["labels"] = d["labels"]
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else:
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resp["labels"] = ["O"] * len(d["tokens"])
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yield sentence_counter, resp
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