newsReddit r/MachineLearningTrust 52 · CommunityPublished 7d agoLive · 6d ago
BaryGraph - knowledge graph where every relationship is its own embedded document (not an edge) [R]
Instead of node --edge--> node , every relationship is a first-class document with its own vector, called a BaryEdge. Stack pairs of BaryEdges recursively and you get "MetaBary" triads that surface structural bridges between concepts that live nowhere near each other in embedding space. Running locally on MongoDB Community + mongot + nomic-embed-text over the full English Wiktionary (6.6M docs). MCP server is live if you want to poke at
Covers
paperMeasuring Graph-to-Graph Semantic Similarity in Knowledge Graphs: An Empirical Evaluation of Knowledge Graph EmbeddingspaperPromptGNN-sim: Deep Fusion and Alignment of GNN and LLMs for Text-Attributed Graph LearningpaperGrounding LLM Reasoning under Incomplete Graph EvidencepaperEfficient Retrieval-Augmented Generation via Token Co-occurrence Graphsrepoyifanfeng97/Hyper-Extract
Covers (incoming)
Related across the graph
repobibinprathap/VeritasGraphpaperGrounding LLM Reasoning under Incomplete Graph EvidencepaperEfficient Retrieval-Augmented Generation via Token Co-occurrence Graphsreponeo4j/graph-data-science-clientpaperPromptGNN-sim: Deep Fusion and Alignment of GNN and LLMs for Text-Attributed Graph LearningpaperMeasuring Graph-to-Graph Semantic Similarity in Knowledge Graphs: An Empirical Evaluation of Knowledge Graph Embeddingsrepoyifanfeng97/Hyper-Extract