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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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