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3 weeks ago Aug. 14, 2026, 9:33 a.m. UTC
07 · DAPO — Open-Source LLM RL System at Scale
#bytedance #grpo #post-training #rlvr #verl GRPO 规模化会崩，这里给 4 个修法：clip-higher/动态采样/token-level loss/超长奖励整形。跑 verl 时读
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3 weeks ago Aug. 14, 2026, 9:33 a.m. UTC
06 · DeepSeek-R1 — Incentivizing Reasoning via RL
#deepseek #must-read #post-training #reasoning #rlvr RLVR 范式：纯 RL 长出 long CoT。读 §2.2 规则奖励 + §2.3 冷启动多阶段配方
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