@inproceedings{yang-etal-2025-unveiling, title = "Unveiling Internal Reasoning Modes in {LLM}s: A Deep Dive into Latent Reasoning vs. Factual Shortcuts with Attribute Rate Ratio", author = "Yang, Yiran and Sun, Haifeng and Wang, Jingyu and Qi, Qi and Zhuang, Zirui and Wang, Huazheng and Ren, Pengfei and Wang, Jing and Liao, Jianxin", 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.111/", pages = "2186--2206", ISBN = "979-8-89176-332-6" }