Authors

Yichen Pan

Publications 2

Preprint Open access

EnterpriseBench: Benchmarking LLM Agents on Enterprise-Level Strategic Reasoning and Decision-Making

Min Yang, Yichen Pan, Jinghua Piao et al. · 2026

LLM agents are increasingly expected to support enterprise workflows, where tasks often involve missing information, uncertainty, feedback, and long-term trade-offs. However, existing enterprise and financial benchmarks mainly test static capabilities such as information extraction, numerical calculation, domain knowle …

Preprint Open access

RetireOPD: Self-Retiring On-Policy Distillation for Agentic Reinforcement Learning

Yan Yu, Zhengxi Lu, Yizhou Liu et al. · 2026

Multi-turn agents trained with reinforcement learning (RL) receive a single scalar reward per trajectory, which motivates self on-policy distillation (OPD) to supply dense token-level supervision from a self-teacher with privileged task skills, letting a skill-free student internalize them. This recipe, however, is und …

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