Knowledge Capsules provide structured nonparametric memory units that integrate external knowledge directly into LLMs' attention computation via key-value injection, outperforming RAG and GraphRAG on QA benchmarks without parameter updates.
Kblam: Knowledge base augmented language model, 2025
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Knowledge Capsules: Structured Nonparametric Memory Units for LLMs
Knowledge Capsules provide structured nonparametric memory units that integrate external knowledge directly into LLMs' attention computation via key-value injection, outperforming RAG and GraphRAG on QA benchmarks without parameter updates.