Truncated Step-Level Sampling with Process Rewards for Retrieval-Augmented Reasoning

Chris Samarinas, Haw-Shiuan Chang, Hamed Zamani

Reinforcement learning has emerged as an effective paradigm for training large language models to interleave reasoning with search engine calls. However, existing approaches face a…