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knowledge-graph

topic5 events
papersTODAY 04:00 UTC

FundaPod: Multi-Persona Agent Architecture with Knowledge Graph Memory for Investment Research

A new arXiv paper proposes FundaPod, an architecture that splits fundamental investment research work across several LLM agents, each taking a different analytical persona. The system stores findings in a knowledge graph so that information persists and can be reused across the pod rather than being lost between steps. It targets institutional-style equity research, an area the authors say has received less attention than prediction-focused financial LLM work.

agents/knowledge-graph/finance/multi-agent
papersSEP 12 04:00 UTC

MOSAIC proposes query-aware exploration policies for GraphRAG retrieval

A new arXiv paper introduces MOSAIC, a method that adapts how a system explores a knowledge graph depending on the query at hand. The authors argue that using one shared exploration strategy for all queries is a structural mismatch, since some questions need compact local evidence while others require broader traversal. MOSAIC is presented as a query-aware policy adaptation approach for Graph Retrieval-Augmented Generation.

graphrag/retrieval/research/agents
papersSEP 12 04:00 UTC

Multi-Layer Knowledge Graph Proposed for CMC Process Development

A new arXiv paper describes a multi-layer knowledge graph intended to consolidate the fragmented technical records produced during chemistry, manufacturing and controls (CMC) process development. The approach aims to move organizations away from isolated document repositories toward structured process intelligence spanning drug discovery through commercial manufacturing. The work targets the knowledge-intensive, multi-stage nature of pharmaceutical development.

knowledge-graph/pharma/manufacturing/arxiv
papersSEP 12 04:00 UTC

Knowledge Graph Built From Harvard Dataverse Geospatial Metadata

Researchers assembled a searchable knowledge graph from the free-text geographic information attached to datasets in Harvard Dataverse, a repository holding more than 150,000 research datasets. The work argues that this unstructured location data can be reorganized into a structured resource for studying place-based government and policy. It aims to make geospatial metadata across the repository queryable for the first time.

knowledge-graph/geospatial/open-data/metadata
papersSEP 12 04:00 UTC

arXiv Paper Turns Knowledge Graph Queries Into Cultural Heritage Narratives

A new arXiv preprint describes a method for converting queries over cultural heritage knowledge graphs, such as the NFDI4Culture-KG, into narrative data stories that are easier for non-expert users to follow. The authors also use these generated narratives as a way to assess the quality of the underlying graph data. The work targets the gap between large triple stores covering art, music, inscriptions and historical events and the difficulty many users face in exploring them.

knowledge-graphs/cultural-heritage/research/data-quality