Xinchen Zhang
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126
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NLP×1AI×1Vision×1ML×1
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2026
OmniVerifier-M1: Multimodal Meta-Verifier with Explicit Structured Recalibration
The paper introduces OmniVerifier-M1, a multimodal meta-verifier that uses symbolic outputs and decoupled reinforcement learning to provide robust, fine-grained verification and error localization for large multimodal models.
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Papers
cs.CLcs.AIcs.CVRecentMay 27, 2026
OmniVerifier-M1: Multimodal Meta-Verifier with Explicit Structured Recalibration
Xinchen Zhang, Bowei Liu, Jiale Liu, Chufan Shi +6 more
The paper introduces OmniVerifier-M1, a multimodal meta-verifier that uses symbolic outputs and decoupled reinforcement learning to provide robust, fine-grained verification and error localization for…
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