Hidden-State Method Improves LLM Reasoning in RLVR

Velocity‑Exploiting Rank‑Learning (VERL) leverages hidden‑state metrics—Effective Rank, Velocity and Acceleration to guide RL, achieving up to 21.4% accuracy gain on the Gaokao 2024 benchmark. Read more: getnews.me/hidden-state-method-impr... #rlvr #verl #gaokao2024