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20242026
most citedProfessional Agents -- Evolving Large Language Models into Autonomous Experts with Human-Level Competencies

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cs.AI2026

What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code

Yuze Zhao, Junpeng Fang, Lu Yu +6

Code has become a standard component of modern foundation language model (LM) training, yet its role beyond programming remains unclear. We revisit the claim that code improves rea…