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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Yu Song

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#natural language process... Nov 2025

SMRC: Aligning Large Language Models with Student Reasoning for Mathematical Error Correction

This work formulates student reasoning as a multi-step sequential decision problem and introduces Monte Carlo Tree Search (MCTS) to explore optimal correction paths and proposes a dual evaluation protocol centered on solution accuracy and correct-step retention, offering a comprehensive measure of educational applicability.

Biaojie Zeng, Min Zhang, Juan Zhou et al. · 0 citations

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