---
license: mit
language:
- en
tags:
- reranker
- retrieval
- runs
- trec
- information-retrieval
- rank1
- benchmark
---

# rank1-run-files: Pre-computed Run Files for Reranking Evaluation

📄 [Paper](https://arxiv.org/abs/2502.18418) | 🚀 [GitHub Repository](https://github.com/orionw/rank1)

This dataset contains pre-computed run files used by the rank1 family of models on various retrieval benchmarks. These files are what were used for top-k rereranking and also include the re-annotated DL19 qrels. These files are needed to download to reproduce our results.

## Benchmarks Included

The dataset includes run files for the following benchmarks:

- BEIR (multiple datasets including NFCorpus, SciFact, etc.)
- NevIR
- TREC-DL 2019
- BRIGHT

## Associated Models and Resources

| Resource | Description |
|:---------|:------------|
| [rank1-7b](https://huggingface.co/jhu-clsp/rank1-7b) | Base rank1 model (7B parameters) |
| [rank1-14b](https://huggingface.co/jhu-clsp/rank1-14b) | Larger rank1 variant (14B parameters) |
| [rank1-32b](https://huggingface.co/jhu-clsp/rank1-32b) | Largest rank1 variant (32B parameters) |
| [rank1-mistral-2501-24b](https://huggingface.co/jhu-clsp/rank1-mistral-2501-24b) | Mistral-based rank1 variant (24B parameters) |
| [rank1-llama3-8b](https://huggingface.co/jhu-clsp/rank1-llama3-8b) | Llama 3.1-based rank1 variant (8B parameters) |
| [rank1-r1-msmarco](https://huggingface.co/datasets/jhu-clsp/rank1-r1-msmarco) | All R1 output examples from MS MARCO |
| [rank1-training-data](https://huggingface.co/datasets/jhu-clsp/rank1-training-data) | Training data used for rank1 models |

## Citation

If you use these run files in your research, please cite:

```bibtex
@misc{weller2025rank1testtimecomputereranking,
      title={Rank1: Test-Time Compute for Reranking in Information Retrieval}, 
      author={Orion Weller and Kathryn Ricci and Eugene Yang and Andrew Yates and Dawn Lawrie and Benjamin Van Durme},
      year={2025},
      eprint={2502.18418},
      archivePrefix={arXiv},
      primaryClass={cs.IR},
      url={https://arxiv.org/abs/2502.18418}, 
}
```

## License

[MIT License](https://github.com/orionw/rank1/blob/main/LICENSE)