. . . . "Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph" . . . . . . . . . . "Chain-of-Thought (CoT)" . . "KAPING" . . "KERMIT" . . "KICGPT" . . "Standard I/O Prompting" . . "Think-on-Graph (ToG)" . . . "The WTS framework introduces the \"LLM⟳KG\" paradigm for \"bidirectional enhancement\" between specialized LLMs and evolving Domain Knowledge Graphs (DKGs). It integrates DKG-Augmented LLM (KG improving LLM reasoning) and LLM-Assisted DKG Evolution (LLM evolving KG for better knowledge support), forming a continuous feedback loop. This architecture allows the LLM's reasoning to inform KG evolution, and the evolved KG, in turn, enhances the LLM's future reasoning capabilities, exemplifying synergistic reasoning." . "Way-to-Specialist (WTS) framework" . . . . "2026-02-26T15:46:09.888Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2411.19064" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "wENuG1dvdxhNRby+iA1A0Rm7Z4H3x1kU4Bd/Xc38FlQ1BTI2cRAB5vCyIB3ZMUI/4b0jtbR0Z71++hS0x930OyQ7tvmuagw8lYJxr6+HkbCGmEZpHpAsIoZsrLaLfx+9Xj+Ep6YrjQMG7WkpWIELMDIW3UsQeH7qJ5VB7riOVlF3VswQXXIoawW6gZ1R8lABwsRnkJl4GS65Q8O6TKiGAFQulQq7/JRGE0MefNwCgpgIhqC/MGpArCrRfzApUlhRoIWt3ikhVpmtzVI/oFRy0b9obs+bnsSN8z5+jZrwuJ4omBKcQ5BKoho8y4OmOJNRiOZdpEksrD63hY5qVpfcOA==" . . .