Unverified50% confidenceConceptExact time
SWA bounded replay means replaying or retaining a bounded length of historical context outside the window under the sliding window attention mechanism, in order to maintain long-context consistency within a limited memory and compute budget.
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Long-term
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10/25/2026
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UnverifiedCommon strategies for handling long contexts include sliding-window truncation, vector-retrieval-based memory systems (RAG), and historical content summary compression.70% similarUnverified采用RAG而非直接注入全文，通过检索最相关片段能降低上下文长度并将关键信息保持在上下文近端，缓解注意力分散和指令衰减64% similarUnverifiedThe context window is short-term working memory that is cleared when the session ends; the model does not automatically solidify context information into parameters or external storage unless through mechanisms such as RAG, external databases, or explicitly writing to files.64% similarUnverifiedThe context window is the capacity for holding historical records; a window that is too small causes the model to forget earlier conversation, while cramming everything in is costly and tends to scatter attention.63% similarUnverifiedDirections for improving the RAG chunking problem include better chunking strategies such as overlapping windows, semantic chunking, and parent document retrieval; the fundamental solution lies in rethinking what is stored, and sometimes a structured representation of the information should be stored rather than the raw text.63% similar
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