@inproceedings{shi2026aj, title={AJ-Bench: Benchmarking Agent-as-a-Judge for Environment-Aware Evaluation}, author={Shi, Wentao and Wang, Yu and Zhao, Yuyang and Chen, Yuxin and Feng, Fuli and Hao, Xueyuan and Su, Xi and Gu, Qi and Su, Hui and Cai, Xunliang and others}, booktitle={Findings of the Association for Computational Linguistics: ACL 2026}, pages={25371--25413}, year={2026} }