AI Tech Publishing
Feb 8, 2026 · Artificial Intelligence
Why Bigger Context Windows Fail and How Structured Graphs Deliver Precise Fact Retrieval
The article argues that large language models struggle with exact factual answers and that extending context windows often degrades performance, while knowledge graphs provide structured, traceable retrieval; it proposes a unified graph monograph and small, focused context slices to empower LLMs with accurate information.
Context RetrievalLLMLong Context Window
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