New RL Framework LRPO Lets LLMs Learn from Cross-Lingual Generations

Knowledge is not evenly distributed across languages. For a given question, what if better information comes from another language? 🔥 We propose Language-Routed Policy Optimization (LRPO), an online reinforcement learning framework that lets LLMs explore and learn from cross-lingual generations during training. #ICML2026