. . . . "Enhancing the Capabilities of Large Language Models for API calls through Knowledge Graphs" . . . . . . "Chat2data" . . . "KG2data is a system that integrates knowledge graphs, LLMs, ReAct agents, and tool usage to improve the accuracy and robustness of LLM API calls in knowledge-intensive domains like meteorology. It uses the KG as a long-term memory module for the LLM-driven agent, providing domain-specific knowledge during the inference stage to overcome LLM's limitations without retraining." . "KG2data" . . . "RAG2data" . . . "2026-02-26T16:30:15.165Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2507.10630" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "JzaCES56muBM0HLwLoG8qfpjea3R6ykH/RoOgQcTVm6FbWoINnpnr78dLR62GC+vPmIFbSqSfrlEuFlIU1uYnL4XVZpfZ6NoadPbtH3/kUTyHbRKpR9DlIYOlyjpJw2sd5+Qc/JwVc3YQc4Sjb1lQxjDkYe91kpdghFhRZmgADBK+Reb1+pZrrWnsXfIrmZp4FMhF5dto18TAIMBeRnMBYDxe5WXnxMpA/AiuWiGZEtWoc7tUVvINIi3AP/I9nDIfA1EWtSbwU/AkfCSMANEjx9CDzxzFShHW/7WmIenUBdzcwCG3Eb1geRR4tIxKpTdUwo6d5M41nZUpwmmc2Lfyg==" . . .