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chain-of-thought 1evaluation benchmarks 1large language models 1model reliability 1multimodal models 1

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cs.AI2026

Advancing Multimodal Judge Models through a Capability-Oriented Benchmark and MCTS-Driven Data Generation

Zeyu Chen, Huanjin Yao, Ziwang Zhao +1

The paper introduces a new benchmark, M-JudgeBench, to evaluate the judgment capabilities of multimodal large language models, and proposes a data generation method (Judge-MCTS) to…