most citedDisagreement as Data: Reasoning Trace Analytics in Multi-Agent Systems

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cs.MA2026

MADRAG: Multi-Agent Debate with Retrieval-Augmented Generation for Training-Free Analytic Essay Scoring

Ali Keramati, Shiyuan Zhou, Sharad Mehrotra +1

We present MADRAG, a training-free framework for analytic essay scoring that combines multi-agent reasoning with retrieval-augmented grounding. Unlike standard LLM-as-judge approac…