GraphMERT, an 80M-parameter encoder-only model, distills domain-specific knowledge graphs from text with 69.8% FActScore and 68.8% ValidityScore, outperforming a 32B LLM baseline on diabetes PubMed data.
Triple selection for each head:To balance contextual relevance with relation diversity: 1st priority: maximize injection score, 2nd priority: maintain relation diversity
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GraphMERT: Efficient and Scalable Distillation of Reliable Knowledge Graphs from Unstructured Data
GraphMERT, an 80M-parameter encoder-only model, distills domain-specific knowledge graphs from text with 69.8% FActScore and 68.8% ValidityScore, outperforming a 32B LLM baseline on diabetes PubMed data.