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🚨 NEW PAPER: What if LLMs could tackle harder problems - not by explicitly training on longer traces, but by learning how to think longer? Our recipe e3 teaches models to explore in-context, enabling LLMs to unlock longer reasoning chains without ever seeing them in training.

Introducing e3 🔥 Best <2B model on math 💪 Are LLMs implementing algos ⚒️ OR is thinking an illusion 🎩.? Is RL only sharpening the base LLM distrib. 🤔 OR discovering novel strategies outside base LLM 💡? We answer these ⤵️ 🚨 arxiv.org/abs/2506.09026 🚨 matthewyryang.github.io/e3/