ruc-datalab/EvoOntology
The repo claims a self-evolving ontology layer that data agents can query through MCP instead of carrying full semantic context.
EvoOntology builds semantic objects from underlying data and workload evidence, then records agent interactions to propose bounded updates. Candidate ontology versions are evaluated against their parent before being published or rejected. The README reports gains over ReAct without an ontology layer on DDR-Bench, InsightBench, and BIRD, using a four-backbone analysis subset. GitHub · LLM repos' note.
EvoOntology builds semantic objects from underlying data and workload evidence, then records agent interactions to propose bounded updates. Candidate ontology versions are evaluated against their parent before being published or rejected. The README reports gains over ReAct without an ontology layer on DDR-Bench, InsightBench, and BIRD, using a four-backbone analysis subset. GitHub · LLM repos' note.
score 4