Unverified50% confidenceSolutionExact time
Common chunk mitigation approaches include overlapping window splitting, parent-child chunking, and using an LLM to generate contextual summaries for chunks before concatenating and encoding them.
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50%
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Long-term
Relevance
10/5/2026
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Related Claims
UnverifiedCompact mode compresses and merges multiple retrieved text chunks before sending them to the LLM to reduce the number of API calls, while refine mode iteratively sends each text chunk to the LLM one by one to progressively refine the answer.74% similarUnverifiedlangchain-text-splitters is responsible for splitting long documents into text chunks suitable for embedding models and large language model context windows.73% similarUnverifiedThe parser restores Markdown heading hierarchy by tracking font sizes, enabling LangChain's text splitter to segment content along semantic boundaries.72% similarUnverified处理长文本时，工程化的分块处理（Chunking）和滑动窗口（Sliding Window）策略是标准解法69% similar
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