Author

Jin'ang Han

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Preprint Aug 2026

Recognition-Conditioned Reasoning: A Training-Free Multimodal-LLM Pipeline for Fine-Grained Micro-Action Understanding

This work presents the training-free, prompt-only system that won first place in the fine-grained understanding track (MA-Bench) of the MAC~2026 Micro-Action Challenge, where both fine-tuning and ground-truth supervision are disallowed.

Fengshun Wang, Jin'ang Han, Zhigang Tu · 1 citation