The ability to comprehend and process long-context infor-mation is essential for large language models (LLMs) (Ope-nAI, 2023; Touvron et al., 2023a;b; Bai et al., 2023; An-thropic, 2023) to cater to a wide range of applications effec-tively. These include analyzing and responding to...
LLMs之Long-Context :《Training-Free Long-Context Scaling of Large Language Models大型语言模型中无训练法实现长上下文扩展》翻译与解读 导读:这是一篇关于无需训练即可扩展大语言模型(LLMs)上下文窗口的研究。 背景痛点:现有大型语言模型在处理长上下文时性能会显著下降,超出预训练长度后会快速退化。通过对模型进行...