@inproceedings{liu-etal-2025-compassverifier, title = "{C}ompass{V}erifier: A Unified and Robust Verifier for {LLM}s Evaluation and Outcome Reward", author = "Liu, Shudong and Liu, Hongwei and Liu, Junnan and Xiao, Linchen and Gao, Songyang and Lyu, Chengqi and Gu, Yuzhe and Zhang, Wenwei and Wong, Derek F. and Zhang, Songyang and Chen, Kai", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.1698/", pages = "33454--33482", ISBN = "979-8-89176-332-6" }