Authors

Jin Duan

Publications 1

Preprint Open access

AdaptEvo: Adaptive Agent Learning with Evolving Supervision

Shijun Wan, Jiancong Xie, Hang Xu et al. · 2026

Rule-governed contextual decision tasks require models to apply specified rules to case-specific context and evidence. Written rules can leave gaps in decision guidance and process evaluation, while reference judgments vary in their support from the rules and evidence. To address these challenges, we introduce AdaptEvo …

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