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 measure of angle ∠CDB is half of the angle ∠ACB because of the parallel lines and angle bisector
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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.