. . . . "LEC-KG: An LLM-Embedding Collaborative Framework for Domain-Specific Knowledge Graph Construction -A Case Study on SDGs" . . . . . . . . . . "Chinese-RoBERTa-wwm" . . "DeepSeek-V3" . . . "The LEC-KG framework introduces a novel bidirectional collaborative approach for knowledge graph construction, integrating LLMs and KGEs for mutual enhancement. It employs KGE to provide structure-aware feedback for refining LLM extractions via evidence-guided Chain-of-Thought reasoning, while LLM-validated triples progressively improve KGE representations. This iterative feedback loop combines the distinct reasoning capabilities of both LLMs and KGEs to enhance the overall KG construction process." . "LEC-KG" . . . "LLM Few-shot" . . "LLM One-shot" . . "OpenIE + Semantic Mapping" . . "RotatE" . . . "2026-02-26T15:20:27.817Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2602.02090" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "U7BOIrV5hixSZ9fdk9ygnZ6any1BHNgdpDGOVCUt7H9IwHWPuR3rSyzxVeYtPYh4x50/GVroZRYVINWdHMvNoDmkYOhqGpDtXP0SxP+7rwHU3YSNvJGk4ejrkV8Qj5g5gfWh2sY8uW3TYqxoFSNmtiZYorUk3ZvSKZnz4dGm0GBMLaAR5CJyAu90ZBEqro8P2V2bQeqGY9OOxzz9zPUkPZA39DwJcTti1RmNkCt02v6WH7H/Ov/sY/9lYkj9Lg3njPBId2RpSqCpvRrBrw+re1jhoIXdIA92Bn0DtadvO2NrUbDEdataMKgP5wuPyPpmNU74/NUgftjCIc6ld3/zOg==" . . .