h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning

Sumeet Ramesh Motwani, Alesia Ivanova, Ziyang Cai +5

Large language models excel at short-horizon reasoning tasks, but performance drops as reasoning horizon lengths increase. Existing approaches to combat this rely on inference-time…