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AWQ(激活感知权重量化)由Lin等人于2023年提出，观察到权重通道重要性与激活幅值高度相关

1

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50%

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Long-term

Relevance

7/21/2026

First Seen

Sources

27B大模型跑进iPhone：1-bit量化如何实现极限压缩

Related Claims

UnverifiedAWQ于2023年提出，通过分析激活值分布识别显著权重并给予保护，在INT4精度下实现更低的困惑度损失76% similar UnverifiedGPTQ于2022年引入逐层校准数据集，AWQ于2023年通过保护显著激活对应的权重通道减少精度损失68% similar VerifiedChain-of-Thought Prompting由Wei等人于2022年提出61% similar Unverified推理增强已成为2024-2025年LLM研究的核心方向之一60% similar UnverifiedAWS在2025年推出了Kiro，采用Spec-driven development（规格驱动开发）的差异化路线57% similar

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