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CARE: Competence-Aware Reward Shaping for Adaptive Reasoning Length in Video-MLLMs

In multimodal video reasoning, reinforcement learning-based methods typically rely on simplistic and inflexible reasoning-length control strategies that fail to adapt to the model's evolving competence. This mismatch may suppress necessary exploration at earl...

Topic: AI Video Source: arXiv · arxiv.org Published 2026-06-18 08:28 UTC Fetched 2026-06-19 17:18 UTC

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Score 60 Source Type arxiv Reposts 0 Topic Quality 43

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