AIBullisharXiv – CS AI · 4h ago6/10
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KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance
Researchers introduce KnowRL, a reinforcement learning framework that improves large language model reasoning by using minimal, strategically-selected knowledge points rather than verbose hints. The approach achieves state-of-the-art results on reasoning benchmarks at the 1.5B parameter scale, with the trained model and code made publicly available.