@inproceedings{gu-etal-2026-faithful, title = "Can Faithful {C}o{T} Improve Multi-turn {LLM} Agents? Effectiveness, Boundaries, and Paradoxes", author = "Gu, Tianle and Yang, Xinqi and Teng, Yan", editor = "Suglia, Alessandro and Giulianelli, Mario and Schlangen, David and Bernardi, Raffaella and Fern{\'a}ndez, Raquel and Hakimov, Sherzod and McCallum, Sabrina and Mazzaccara, Davide and Le, Dieu-Thu and Lemon, Oliver and Koller, Alexander", booktitle = "The Proceedings of Improving Language Models through Learning from Dialogue Game Interaction", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.lmplayschool-1.2/", pages = "19--29", ISBN = "979-8-89176-467-5" }