Uploaded June 2025 | Updated September 2026, 1 week ago

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Training language models to follow instructions with human feedback
[Paper] arxiv.org/abs/2203.02155

DeepSeek-R1 (Aha Moment)
[Paper] arxiv.org/abs/2501.12948

Understanding R1-Zero-Like Training: A Critical Perspective
[Paper] arxiv.org/pdf/2503.20783

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
[Paper] arxiv.org/abs/2504.13837

Reinforcement Learning Finetunes Small Subnetworks in Large Language Models
[Paper] arxiv.org/abs/2505.11711

Spurious Rewards: Rethinking Training Signals in RLVR
[Paper] arxiv.org/abs/2506.10947



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