Datasets:
Tasks:
Text Retrieval
ArXiv:
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", | |
} | |
``` | |