Datasets:
Tasks:
Text Retrieval
ArXiv:
pretty_name: '`beir/msmarco/dev`' | |
viewer: false | |
source_datasets: ['irds/beir_msmarco'] | |
task_categories: | |
- text-retrieval | |
# Dataset Card for `beir/msmarco/dev` | |
The `beir/msmarco/dev` 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/msmarco/dev). | |
# Data | |
This dataset provides: | |
- `queries` (i.e., topics); count=6,980 | |
- `qrels`: (relevance assessments); count=7,437 | |
- For `docs`, use [`irds/beir_msmarco`](https://huggingface.co/datasets/irds/beir_msmarco) | |
## Usage | |
```python | |
from datasets import load_dataset | |
queries = load_dataset('irds/beir_msmarco_dev', 'queries') | |
for record in queries: | |
record # {'query_id': ..., 'text': ...} | |
qrels = load_dataset('irds/beir_msmarco_dev', 'qrels') | |
for record in qrels: | |
record # {'query_id': ..., 'doc_id': ..., 'relevance': ..., 'iteration': ...} | |
``` | |
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{Bajaj2016Msmarco, | |
title={MS MARCO: A Human Generated MAchine Reading COmprehension Dataset}, | |
author={Payal Bajaj, Daniel Campos, Nick Craswell, Li Deng, Jianfeng Gao, Xiaodong Liu, Rangan Majumder, Andrew McNamara, Bhaskar Mitra, Tri Nguyen, Mir Rosenberg, Xia Song, Alina Stoica, Saurabh Tiwary, Tong Wang}, | |
booktitle={InCoCo@NIPS}, | |
year={2016} | |
} | |
@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", | |
} | |
``` | |