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most citedMetaSyn: A Benchmark for LLM Agents on Meta-Analysis Articles from Nature Portfolio

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cs.AI2025

From <Answer> to <Think>: Multidimensional Supervision of Reasoning Process for LLM Optimization

Beining Wang, Weihang Su, Hongtao Tian +5

Improving the multi-step reasoning ability of Large Language Models (LLMs) is a critical yet challenging task. The dominant paradigm, outcome-supervised reinforcement learning (RLV…