A configurable multi-agent RAG system that rewrites queries from conversation context, routes to knowledge sources by embedding centroids, and generates answers with separately produced citations, shown in three industrial use cases without measured results.
Memory matters: The need to improve long-term memory in llm-agents
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.AI 1years
2025 1verdicts
UNVERDICTED 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
KIMAs: A Configurable Knowledge Integrated Multi-Agent System
A configurable multi-agent RAG system that rewrites queries from conversation context, routes to knowledge sources by embedding centroids, and generates answers with separately produced citations, shown in three industrial use cases without measured results.