KnowSim: Evaluating Information Calibration in LLM Assistants with User Simulators that Learn
Yoonjoo Lee, ♡. Hyoungwook, Jin ♡ Tae, Soo-Eun Kim, Shaoyang Zhang, Philippe Laban, ♠. Q. V. Liao, ♢. Kaist, Microsoft Research, B. Ni, Yu Wang, Leyao Wang, B. Kveton, Franck Dernoncourt, Yu Xia, Hongjie Chen, Reuben Luera, Samyadeep Basu, Subhojyoti Mukherjee, Puneet Mathur, Nesreen K. Ahmed, Junda Wu, Li Li, O. Long, Jeff Wu, Xu Jiang, Diogo Almeida, L. Wainwright, Pamela Mishkin, Chong Zhang, Sharad Agarwal, Katarina Slama
August 2026
arXiv | August 2026