Two works that I led at Meta are accepted in ICLR 2026! J1: Incentivizing Thinking in LLM-as-a-Judge via Reinforcement Learning MENLO: From Preferences to Proficiency – Evaluating and Modeling Native-like Quality Across 47 Languages!