Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs
3.60T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.10430.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryGlyph is a production multi-agent LLM system for enterprise data catalog management. It couples two agents: a Descriptor that generates column descriptions via code-grounded RAG from pipeline source code, and a Tagger that assigns sensitivity labels from a 275-leaf ontology using three parallel strategies fused with Reciprocal Rank Fusion. A fine-tuned contrastive MiniLM encoder and ablations are reported.
Why it mattersConcrete production architecture for coupling description and tagging as cooperating agents, with three-strategy RRF fusion and a contrastive encoder—a reusable pattern beyond data catalogs.
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