SFT induces pseudo-reasoning paths that undermine RL in LVLMs, while RL with GRPO and mixed perception-cognition rewards on the new VLAA-Thinking dataset produces more genuine reasoning and top leaderboard performance.
- Midpoint of Arc: Since D is the midpoint of arc BC, arcs BD and DC are equal
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SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models
SFT induces pseudo-reasoning paths that undermine RL in LVLMs, while RL with GRPO and mixed perception-cognition rewards on the new VLAA-Thinking dataset produces more genuine reasoning and top leaderboard performance.