MEMAUDIT is a new exact optimization protocol for evaluating budgeted LLM memory writing that uses package-oracle fixes and MILP solvers to separate representation quality, validity preservation, and selection effects.
Retrieval-augmented generation for knowledge-intensive NLP tasks.Advances in Neural Information Processing Systems, 33:9459–9474, 2020
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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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MEMAUDIT: An Exact Package-Oracle Evaluation Protocol for Budgeted Long-Term LLM Memory Writing
MEMAUDIT is a new exact optimization protocol for evaluating budgeted LLM memory writing that uses package-oracle fixes and MILP solvers to separate representation quality, validity preservation, and selection effects.
-
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.