. . . . "Supervised Fine-Tuning of Large Language Models for Domain-Specific Knowledge Graph Construction: A Case Study on Hunan's Historical Celebrities" . . . . . . . "Chain-of-Thought" . . "InstructUIE framework" . . "Self-Instruct framework" . . . "This method proposes a supervised fine-tuning approach for Large Language Models to enhance information extraction for domain-specific Knowledge Graph construction. It involves defining a fine-grained schema, constructing an instruction fine-tuning dataset, and employing LoRA for parameter-efficient fine-tuning of LLMs. The fine-tuned LLMs are then used to extract structured entities, relations, and properties from text to build a Knowledge Graph." . "ZhaoEtAl2025HunanCelebrityKGConstruction" . . . . "2026-02-26T16:12:23.643Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2511.17012" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "e+79LAQyxN8NErFIgM+wvX+zsafTzgmu7eXBIsy0BExPBgJJvHJXhMUXhMBhtGnCH+7nvjv++BHEReQ1p1H0okJqFxId/A8DNLXW2Uo8uPQLhOCLZvJ5DPYT/Soh6m3M6b5EHt9DbHsyoHnKO199+opEWEBYIUqgOYNT/pWcwKKvRa83yGcTCHAeCS8c7C5rwypnvcomxcXv+s7hSMDVdG9Kmq8Eej2F0CrLqODgJaL8zoHDUVYT6Eo/qqaiYx9CXH+LRDF2KdZQnUem4/blqm8LA0zsdr9zrdA+czvEA54EbXYJMN+88e3NcEWhf3oDEcMfTiVhAYVE3FyqkwxeOg==" . . .