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  1. README.md +69 -0
  2. beir_scifact_test.py +43 -0
README.md ADDED
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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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+
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+ # Dataset Card for `beir/scifact/test`
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+
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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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+
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+ # Data
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+
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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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+
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+ - For `docs`, use [`irds/beir_scifact`](https://huggingface.co/datasets/irds/beir_scifact)
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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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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+
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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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+ ```
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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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+
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+ ## Citation Information
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+
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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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+ ```
beir_scifact_test.py ADDED
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+
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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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+
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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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+
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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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+
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+ _DESCRIPTION = "" # TODO
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+
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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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+
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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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+
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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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+
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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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+
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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)