2 papers
cs.AI2026
HABIT-Bench: Evaluating Habit Induction from Longitudinal Weak Evidence in Agent Memory
Junming Zhang, Rubin Wei, Xu Cheng +7
In long-term interactions with large language model (LLM) agents, users reveal habits through their choices and actions. These habits capture implicit user information that agents…
cs.CL2026
RGDT-Bench: Benchmarking LLM Reasoning for Rule-Governed Decisions and Their Justifications
Jianpeng Zhao, Haihua Xu, Haoyang Zhang +7
We study reasoning in Rule-Governed Decision Tasks (RGDTs), where models apply external rules to case facts and justify decisions, as required in policy, contract, and compliance s…