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通用人工智能中的Long-Context技术分析

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阐述通用人工智能中的Long-Context技术原理,提出该技术的解决方案,包括位置编码外推、注意力机制计算优化、模型结构优化和检索增强生成.分析硬件系统的瓶颈,探讨Long-Context在通用人工智能时代的发展趋势.
Analysis of Long-Context Technology in General Artificial Intelligence
This paper expounds the principle of Long Context technology in general artificial intelligence and proposes a solution for this technology,including position encoding extrapolation,attention mechanism calculation optimization,model structure optimization,and retrieval enhancement generation.It analyzes the bottlenecks of hardware systems and explores the development trend of Long Context in the era of general artificial intelligence.

Long Contextpositional encodingattention mechanismretrieval enhanced generation

赵立东、郭敬明、蒋燕

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上海燧原科技股份有限公司,上海 201306

Long-Context 位置编码 注意力机制 检索增强生成

2024

集成电路应用
上海贝岭股份有限公司

集成电路应用

影响因子:0.132
ISSN:1674-2583
年,卷(期):2024.41(6)