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Browse files- README.md +69 -0
- beir_scifact_test.py +43 -0
README.md
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---
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pretty_name: '`beir/scifact/test`'
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viewer: false
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source_datasets: ['irds/beir_scifact']
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task_categories:
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- text-retrieval
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---
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# Dataset Card for `beir/scifact/test`
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The `beir/scifact/test` dataset, provided by the [ir-datasets](https://ir-datasets.com/) package.
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For more information about the dataset, see the [documentation](https://ir-datasets.com/beir#beir/scifact/test).
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# Data
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This dataset provides:
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- `queries` (i.e., topics); count=300
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- `qrels`: (relevance assessments); count=339
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- For `docs`, use [`irds/beir_scifact`](https://huggingface.co/datasets/irds/beir_scifact)
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## Usage
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```python
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from datasets import load_dataset
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queries = load_dataset('irds/beir_scifact_test', 'queries')
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for record in queries:
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record # {'query_id': ..., 'text': ...}
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qrels = load_dataset('irds/beir_scifact_test', 'qrels')
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for record in qrels:
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record # {'query_id': ..., 'doc_id': ..., 'relevance': ..., 'iteration': ...}
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```
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Note that calling `load_dataset` will download the dataset (or provide access instructions when it's not public) and make a copy of the
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data in 🤗 Dataset format.
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## Citation Information
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```
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@inproceedings{Wadden2020Scifact,
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title = "Fact or Fiction: Verifying Scientific Claims",
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author = "Wadden, David and
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Lin, Shanchuan and
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Lo, Kyle and
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Wang, Lucy Lu and
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van Zuylen, Madeleine and
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Cohan, Arman and
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Hajishirzi, Hannaneh",
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booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
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month = nov,
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year = "2020",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://www.aclweb.org/anthology/2020.emnlp-main.609",
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doi = "10.18653/v1/2020.emnlp-main.609",
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pages = "7534--7550"
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}
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@article{Thakur2021Beir,
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title = "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models",
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author = "Thakur, Nandan and Reimers, Nils and Rücklé, Andreas and Srivastava, Abhishek and Gurevych, Iryna",
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journal= "arXiv preprint arXiv:2104.08663",
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month = "4",
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year = "2021",
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url = "https://arxiv.org/abs/2104.08663",
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}
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```
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beir_scifact_test.py
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"""
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""" # TODO
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try:
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import ir_datasets
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except ImportError as e:
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raise ImportError('ir-datasets package missing; `pip install ir-datasets`')
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import datasets
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IRDS_ID = 'beir/scifact/test'
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IRDS_ENTITY_TYPES = {'queries': {'query_id': 'string', 'text': 'string'}, 'qrels': {'query_id': 'string', 'doc_id': 'string', 'relevance': 'int64', 'iteration': 'string'}}
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_CITATION = '@inproceedings{Wadden2020Scifact,\n title = "Fact or Fiction: Verifying Scientific Claims",\n author = "Wadden, David and\n Lin, Shanchuan and\n Lo, Kyle and\n Wang, Lucy Lu and\n van Zuylen, Madeleine and\n Cohan, Arman and\n Hajishirzi, Hannaneh",\n booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",\n month = nov,\n year = "2020",\n address = "Online",\n publisher = "Association for Computational Linguistics",\n url = "https://www.aclweb.org/anthology/2020.emnlp-main.609",\n doi = "10.18653/v1/2020.emnlp-main.609",\n pages = "7534--7550"\n}\n@article{Thakur2021Beir,\n title = "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models",\n author = "Thakur, Nandan and Reimers, Nils and Rücklé, Andreas and Srivastava, Abhishek and Gurevych, Iryna", \n journal= "arXiv preprint arXiv:2104.08663",\n month = "4",\n year = "2021",\n url = "https://arxiv.org/abs/2104.08663",\n}'
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_DESCRIPTION = "" # TODO
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class beir_scifact_test(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [datasets.BuilderConfig(name=e) for e in IRDS_ENTITY_TYPES]
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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({k: datasets.Value(v) for k, v in IRDS_ENTITY_TYPES[self.config.name].items()}),
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homepage=f"https://ir-datasets.com/beir#beir/scifact/test",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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return [datasets.SplitGenerator(name=self.config.name)]
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def _generate_examples(self):
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dataset = ir_datasets.load(IRDS_ID)
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for i, item in enumerate(getattr(dataset, self.config.name)):
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key = i
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if self.config.name == 'docs':
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key = item.doc_id
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elif self.config.name == 'queries':
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key = item.query_id
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yield key, item._asdict()
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def as_dataset(self, split=None, *args, **kwargs):
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split = self.config.name # always return split corresponding with this config to avid returning a redundant DatasetDict layer
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return super().as_dataset(split, *args, **kwargs)
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