@inproceedings{wang-etal-2026-benchmarks, title = "Do Benchmarks Measure the Same Thing? Evaluation-Free Benchmark Redundancy Analysis with {SAE}", author = "Wang, Yaoning and Ying, Jiahao and Ma, Yubo and Wan, Yu and Liu, Dayiheng and Cao, Yixin and Jiang, Yu-Gang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1284/", pages = "29255--29271", ISBN = "979-8-89176-459-0" }