works on
chain-of-thought reasoning 1emergent behavior 1large language models 1scaling laws 1zero-shot reinforcement learning 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.CL2026

Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning

Xinyu Tang, Qianggang Cao, Yurou Liu +13

The paper introduces a training pipeline that scales zero‑reinforcement‑learning to a trillion‑parameter language model, revealing emergent chain‑of‑thought reasoning abilities and…