AIBullisharXiv – CS AI · 9h ago7/10
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WiCER: Wiki-memory Compile, Evaluate, Refine Iterative Knowledge Compilation for LLM Wiki Systems
Researchers introduce WiCER, an iterative algorithm that solves the "compilation gap" in LLM Wiki systems—the problem of distilling raw documents into persistent knowledge artifacts without losing critical facts. The method recovers 80% of lost quality and reduces catastrophic failures by 55%, outperforming naive compilation approaches while maintaining sub-second latency advantages over traditional RAG systems.