most citedUncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement

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cs.CL2026

INSPIRE: An Internalize-Then-Improve Approach for Example-Driven Mathematical Reasoning

Shuai Wang, Jiayi Kuang, Yinghui Li +4

Mathematical reasoning has seen rapid progress in large language models (LLMs), yet existing methods optimize predominantly for final-answer correctness, raising the question wheth…