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Jan 21 2025 nbsp 0183 32 OpenAI o1 PRM o1 PRM SFT Step DPO LLM InstructGPT（2022年1月） OpenAI推出了InstructGPT，正式建立了基于人类反馈的强化学习算法RLHF，旨在改进GPT-3模型与人类对齐的能力，提高指令遵循能力，并缓解有害内容的生成。 ChatGPT（2022年11月） ChatGPT沿用了InstructGPT的训练技术，并针对对话能力进行了优化。
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Openai Python TutorialJan 28, 2025 · R1直接打破了推理scaling这个错误方向（个人认为，其实开源o1都是靠多次采样和搜索，并且通过prm进行verify，如果模型能力没显著提升价值就不大，成本就不说了），真正让模型有reason能力，同时成本降低很多，让我等屌丝都能用，而openai 200刀基本是笑话。 OpenAI blog o a CAI RLAIF
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