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Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models

GAP fixes visual-latent reasoning instability via feature, context, and capacity alignment, improving Qwen2.5-VL 7B perception and reasoning performance.

Yanting Miao, Yutao Sun, Dexin Wang, Pascal Poupart and 7 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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AI panel: 10 of 20 reviewers recommend it
lenient 3/5
medium 7/10
strict 0/5