. . . . "KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph" . . . . . . . . . . . . . . . . . . . "https://github.com/Significant-Gravitas/AutoGPT"^^ . . "AutoGPT" . . "BART SPARQL" . . "ChatBD" . . "EmbedKGQA" . . "KB-BINDER" . . . "KG-Agent is an autonomous LLM-based agent framework designed to synergize LLMs and KGs for complex reasoning tasks over KGs. It treats the LLM as a planner that actively interacts with the KG through a specialized multifunctional toolbox and an iterative memory-updating mechanism. This aligns perfectly with the 'treating LLMs as agents to interact with the KGs to conduct reasoning' aspect of SynergizedReasoning." . "KG-Agent" . . . "KVMemNet" . . "MM-REACT" . . "NSM" . . "Pangu" . . "ProgPrompt" . . "ReAct" . . "RGCN" . . "RNN SPARQL" . . "Struct-GPT" . . "TransferNet" . . "WebGPT" . . . "2026-02-26T13:20:32.929Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2402.11163" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "CdIS6KN1/5pHs1YO7ajNk1ky0WdbEW1NAJQHrfbFrZVXIB62q2BKOcEcYQzYY6mIMqEtauOdwDIj3pYwjew1K7SZBuojkYwHDL/WEnTE/NqRmKiWm2ht93wFLMxNG03qcFNEM0N1FpT4kzXLaUFCIkf4RmER1B91+x55QPu6spX+YtNrIq3c9iK0yTrLynuSdKxXSrKUpGUnSf9dAusP7cXXClC58A5F1qt3J7HsNPDf9/LZkie0rBCBJuMFwVKl3g4SCVmdbBMgJUugOY3kuJhKCiI8U+wFPtNovH8fu7a4B2/EZomVVDzkBE0fbZ8jcWNcss9bQzKY1ovgDN7atw==" . . .