QueryGym
QueryGym
Open-source toolkit for reproducible LLM-based query reformulation.

Cite QueryGym

Two papers back QueryGym. Use the toolkit citation if you're using the library; add the reproducibility citation if you're referring to the SIGIR 2026 leaderboard numbers.

WWW 2026 — Demos

QueryGym: A Toolkit for Reproducible LLM-Based Query Reformulation

Bigdeli, Hamidi Rad, Incesu, Arabzadeh, Clarke, Bagheri

https://arxiv.org/abs/2511.15996 ↗
BibTeX
@misc{bigdeli2025querygymtoolkitreproduciblellmbased,
  title={QueryGym: A Toolkit for Reproducible LLM-Based Query Reformulation},
  author={Amin Bigdeli and Radin Hamidi Rad and Mert Incesu and Negar Arabzadeh and Charles L. A. Clarke and Ebrahim Bagheri},
  year={2025},
  eprint={2511.15996},
  archivePrefix={arXiv},
  primaryClass={cs.IR},
  url={https://arxiv.org/abs/2511.15996},
}
SIGIR 2026 — Reproducibility Track

A Reproducibility Study of LLM-Based Query Reformulation

Bigdeli, Hamidi Rad, Incesu, Arabzadeh, Clarke, Bagheri

https://arxiv.org/abs/2604.27421 ↗
BibTeX
@inproceedings{querygym2026reproducibility,
  title={A Reproducibility Study of LLM-Based Query Reformulation},
  author={Amin Bigdeli and Radin Hamidi Rad and Mert Incesu and Negar Arabzadeh and Charles L. A. Clarke and Ebrahim Bagheri},
  booktitle={Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval},
  series={SIGIR '26},
  year={2026},
  note={Reproducibility Track},
  eprint={2604.27421},
  archivePrefix={arXiv},
  primaryClass={cs.IR},
  url={https://arxiv.org/abs/2604.27421},
}