Author

Suxing Liu

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#artificial intelligence Preprint Aug 2026

Training-Free Inference-Time Self-Reflection and Cost-Bounded Early Stopping for Large Language Models

EvoResearcher is presented, a training-free, inference-time protocol that adds cost-bounded self-reflection to a single frozen LLM backbone and establishes cross-domain behavior on GSM8K and MATH on the same frozen backbone.

Wei Yu, Suxing Liu, Minjie Yu et al. · 0 citations