Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning

Ilia Mahrooghi, Aryo Lotfi, Emmanuel Abbe

Reinforcement learning has emerged as a powerful paradigm for unlocking reasoning capabilities in language models. However, relying on sparse rewards makes this process highly samp…