Thinking Seeds: Restarting On-Policy RL from the Model's Own Past Reasoning States

arXiv:2601.21476 · cs.CL · Submitted 2026-01-29 · Read on arXiv

cs.CL

Submitted: 2026-01-29

Updated: 2026-10-17

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Entropy Collapse — 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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