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  • Embeddings Encode Similarity, Not Meaning Guarantees

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  • Retrieval Selects Evidence, Not Truth

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Concept

Retrieval Ranking Balances Multiple Signals

Ranking orders candidates using signals such as lexical match, vector similarity, authority, freshness, graph distance, and access. The weights should reflect the task rather than one universal score.

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Updated 2026-08-13

Contributors are:

IY
Iman YeckehZaare
🏆 1

References


  • Microsoft GraphRAG — Graph Engineering Course Source

  • From Local to Global: A Graph RAG Approach to Query-Focused Summarization — Graph Engineering Course Source

  • PROV-O: The PROV Ontology — Graph Engineering Course Source

Tags

AI Agent Graph Engineering

Graph Engineering for AI Agents

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