Faithful-MR1 improves faithful visual perception and reasoning in MLLMs by anchoring a <Focus> token on image regions before reasoning and reinforcing correct attention via counterfactual rewards, outperforming baselines on Qwen2.5-VL models with less data.
The slant height of the cone is the hypotenuse of a right triangle formed by the height of the cone, the radius of the base, and the slant height
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Faithful-MR1: Faithful Multimodal Reasoning via Anchoring and Reinforcing Visual Attention
Faithful-MR1 improves faithful visual perception and reasoning in MLLMs by anchoring a <Focus> token on image regions before reasoning and reinforcing correct attention via counterfactual rewards, outperforming baselines on Qwen2.5-VL models with less data.