Conference paper · 2026

FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Zhen Wang, Fan Bai, Zhongyan Luo, Jinyan Su, Kaiser Sun, Xinle Yu, Jieyuan Liu, Kun Zhou, Claire Cardie, Mark Dredze, Zhiting Hu, Eric P. Xing

VenueProceedings of the 43rd International Conference on Machine Learning
URLhttps://arxiv.org/abs/2602.02905
TopicsReplicHAI / Agentic reproduction: systems & benchmarks
Tagsreplichai
citationKeywang2026firebench
conferenceNameProceedings of Machine Learning Research
extraarXiv: 2602.02905 Note: PMLR pages not verified
libraryCatalogbackground/agentic-systems/refs.bib
volume306

BibTeX

@inproceedings{wang2026firebench,
	title = {{FIRE}-{Bench}: {Evaluating} {AI} {Agents} on the {Rediscovery} of {Scientific} {Insights}},
	volume = {306},
	url = {https://arxiv.org/abs/2602.02905},
	booktitle = {Proceedings of the 43rd {International} {Conference} on {Machine} {Learning}},
	author = {Wang, Zhen and Bai, Fan and Luo, Zhongyan and Su, Jinyan and Sun, Kaiser and Yu, Xinle and Liu, Jieyuan and Zhou, Kun and Cardie, Claire and Dredze, Mark and Hu, Zhiting and Xing, Eric P.},
	year = {2026},
	note = {arXiv: 2602.02905
Note: PMLR pages not verified},
	keywords = {replichai},
}