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.
Leveraging passage retrieval with generative models for open domain question answering
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Claim-selective certification decomposes medical RAG responses into verifiable claims scored against retrieved evidence and mapped via an intent-aware selector to actions, reporting zero UCCR and action accuracy of 0.92 on dev and 0.90 on test.
citing papers explorer
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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.
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Claim-Selective Certification for High-Risk Medical Retrieval-Augmented Generation
Claim-selective certification decomposes medical RAG responses into verifiable claims scored against retrieved evidence and mapped via an intent-aware selector to actions, reporting zero UCCR and action accuracy of 0.92 on dev and 0.90 on test.