Counterfactual Self-Evolving Agents for Evidence-Grounded Reasoning

Xing Han, Yuxin Wang, Chen Chen +8

Self-play proposer--solver methods improve reasoning by generating tasks and learning from verified solutions. However, for evidence-identifiable tasks, where case-specific evidenc…