--- pretty_name: '`beir/hotpotqa`' viewer: false source_datasets: [] task_categories: - text-retrieval --- # Dataset Card for `beir/hotpotqa` The `beir/hotpotqa` dataset, provided by the [ir-datasets](https://ir-datasets.com/) package. For more information about the dataset, see the [documentation](https://ir-datasets.com/beir#beir/hotpotqa). # Data This dataset provides: - `docs` (documents, i.e., the corpus); count=5,233,329 - `queries` (i.e., topics); count=97,852 This dataset is used by: [`beir_hotpotqa_dev`](https://huggingface.co/datasets/irds/beir_hotpotqa_dev), [`beir_hotpotqa_test`](https://huggingface.co/datasets/irds/beir_hotpotqa_test), [`beir_hotpotqa_train`](https://huggingface.co/datasets/irds/beir_hotpotqa_train) ## Usage ```python from datasets import load_dataset docs = load_dataset('irds/beir_hotpotqa', 'docs') for record in docs: record # {'doc_id': ..., 'text': ..., 'title': ..., 'url': ...} queries = load_dataset('irds/beir_hotpotqa', 'queries') for record in queries: record # {'query_id': ..., 'text': ...} ``` Note that calling `load_dataset` will download the dataset (or provide access instructions when it's not public) and make a copy of the data in 🤗 Dataset format. ## Citation Information ``` @inproceedings{Yang2018Hotpotqa, title = "{H}otpot{QA}: A Dataset for Diverse, Explainable Multi-hop Question Answering", author = "Yang, Zhilin and Qi, Peng and Zhang, Saizheng and Bengio, Yoshua and Cohen, William and Salakhutdinov, Ruslan and Manning, Christopher D.", booktitle = "Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing", month = oct # "-" # nov, year = "2018", address = "Brussels, Belgium", publisher = "Association for Computational Linguistics", url = "https://www.aclweb.org/anthology/D18-1259", doi = "10.18653/v1/D18-1259", pages = "2369--2380" } @article{Thakur2021Beir, title = "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models", author = "Thakur, Nandan and Reimers, Nils and Rücklé, Andreas and Srivastava, Abhishek and Gurevych, Iryna", journal= "arXiv preprint arXiv:2104.08663", month = "4", year = "2021", url = "https://arxiv.org/abs/2104.08663", } ```