LoopRPT: Reinforcement Pre-Training for Looped Language Models

arXiv:2603.19714 · cs.CL · Submitted 2026-03-20 · Read on arXiv

cs.CL

Submitted: 2026-03-20

Updated: 2026-10-14

Terminology

• Accuracy — 1× in this paper · explained in 1 episode
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
• Chain-of-Thought (CoT) Reasoning — 1× in this paper · explained in 4 episodes
• Latent Reasoning — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Reinforcement Learning (RL) — 1× in this paper · explained in 25 episodes

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