@inproceedings{tan-etal-2026-contrastive, title = "Contrastive Attribution in the Wild: An Interpretability Analysis of {LLM} Failures on Realistic Benchmarks", author = "Tan, Rongyuan and Zhang, Jue and Li, Zhuozhao and Lin, Qingwei and Rajmohan, Saravan and Zhang, Dongmei", 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.2003/", pages = "45618--45649", ISBN = "979-8-89176-459-0" }