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All Roads Lead to Rome: Incentivizing Divergent Thinking in Vision-Language Models

GRPO causes vision-language models to collapse into narrow reasoning paths, and proposed Multi-Group Policy Optimization restores diverse reasoning and improves benchmark scalability.

Xinyu Tian, Shu Zou, Zhaoyuan Yang, Mengqi He and 2 more

Published Apr 1, 2026 · 0 citations · ▲ 65 on Hugging Face · Code ★ 149

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5