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Scientific Reasoning

2 items

RESEARCHarXiv CS.LG·20d ago

ReCrit: Transition-Aware Reinforcement Learning for Scientific Critic Reasoning

ReCrit is a new reinforcement learning framework designed to improve large language models' performance in scientific critic interaction. It addresses the issue of LLMs abandoning correct solutions after user criticism by focusing on inter-turn correctness transitions and categorizing behaviors like correction, sycophancy, and robustness.

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RESEARCHarXiv CS.AI·4/13/2026

Hidden in Plain Sight: Visual-to-Symbolic Analytical Solution Inference from Field Visualizations

This research introduces Visual-to-Symbolic Analytical Solution Inference (ViSA), an AI capability to recover analytical solutions of physical fields from visual observations. It presents ViSA-R2, a self-verifying pipeline mimicking a physicist's reasoning, and ViSA-Bench, a new benchmark for evaluating models in this domain.

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