sail-rl-adaptive-reasoning

Teach multimodal models to determine when deep reasoning is necessary and how to reason effectively through dual-reward reinforcement learning, preventing both overthinking on simple tasks and underthinking on complex ones while reducing hallucinations.

Independent GitHub snapshot · Automated classification · Original documentation governs