Extremely Sparse Supervision Incentivizes Reasoning Ability

arXiv:2609.04565 · cs.AI, cs.CL, cs.LG · Submitted 2026-09-03 · Read on arXiv

cs.AI, cs.CL, cs.LG

Submitted: 2026-09-03

Updated: 2026-09-03

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Distillation — 1× in this paper · explained in 2 episodes
• On-Policy Distillation — 1× in this paper · explained in 3 episodes
• Proximal Policy Optimization (PPO) — 1× in this paper · explained in 4 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes

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