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专家特别关注DSA稀疏注意力机制如何解决长序列计算效率问题,认为这是实现"强化学习在长上下文持续扩展"的关键前提通过将预训练成本10%的算力投入后训练,DeepSeek验证了RL:M.wsndsb4.org_|KPL:wsndsb4.org_|CDM ...
总的来说,DeepSeek-V3.2模型在智能体评测中达到了当前开源模型的 最高水平 ,大幅缩小了开源模型与顶尖闭源模型的差距,并宣告了闭源落后开源的结束。
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前者聚焦平衡实用,适用于日常问答、通用Agent任务、真实应用场景下的工具调用。 推理达GPT-5水平,略低于Gemini-3.0-Pro。 后者主打极致推理,推理基准性能媲美Gemini-3.0-Pro。 还一把斩获IMO 2025、CMO 2025、ICPC World Finals 2025、IOI 2025金牌。 划重点,ICPC达到人类选手第二、IOI人类选手第十名水平。 具体来说,De ...
A growing number of tech teams are using AI tools to write code. They must take care, as the technology is far from foolproof ...
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