. . . . "Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model" . . . . . . . . . . . . . "CoH" . . "ConvTransE" . . "DistMult" . . "GenTKG" . . "HisMatch" . . "KoPA" . . "REGCN" . . "RENET" . . "RGCN" . . . "TGL-LLM is a novel framework that integrates temporal graph learning into LLM-based temporal knowledge graph models. It achieves this through hybrid graph tokenization (using Temporal Graph Adapters and Hybrid Prompt Design) and a two-stage training paradigm (Data Pruning and Prompt Tuning). These components are designed to create a unified representation of knowledge from both temporal graphs and LLMs, addressing limitations in temporal pattern modeling and cross-modal alignment." . "TGL-LLM" . . . . "2026-02-26T16:15:59.104Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2501.11911" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "CMfL1rmzO95thHkcKdM7arhdCS8KZN2qFWKK2eIejg43q8LglASEMeJOhL2D3lIVPQ5/A/hNa80CEq+4uQfwAAdQO7O7jSwlaoKYRmUYxQeNk2vzZFaX2Vl0AeZ/H0KHCaf8LQYn/8fsQAy4zdiqmG2eXuaJcq5Q/DXYI6J568+Olj8DITFbSueHwtd2u++6b941foz9G6sr+Qk5gkXY9JTKLWAyILHPDTNAHGNQCAwLJ54O1TTa767xnEENleBWePLRdkG9LThgVMWnWwBjmrDRgDSBkMogULBbIZty3M5phILArOvUyn7ocn68eG1qJqjiojrd9N2d8/ulg1eRSg==" . . .