2 papers
cs.CL2026
The Pragmatic Mind of Machines: Tracing the Emergence of Pragmatic Competence in Large Language Models
Kefan Yu, Qingcheng Zeng, Weihao Xuan +3
Current large language models (LLMs) have demonstrated emerging capabilities in social intelligence tasks, including implicature resolution and theory-of-mind reasoning, both of wh…
cs.LG2025
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning
Zihan Wang, Kangrui Wang, Qineng Wang +15
Training large language models (LLMs) as interactive agents presents unique challenges including long-horizon decision making and interacting with stochastic environment feedback.…