. . . . "KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph" . . . . . . . . . . . . . . . . . . . . . "AutoGPT" . . "BART SPARQL" . . "ChatBD" . . "EmbedKGQA" . . "GraftNet" . . "KB-BINDER" . . . "KG-Agent is an autonomous LLM-based agent framework that integrates an instruction-tuned LLM, a multifunctional toolbox, a KG-based executor, and knowledge memory. It enables LLMs to actively make decisions and iteratively interact with KGs for complex reasoning. This aligns with the 'SynergizedReasoning' subcategory, which includes treating LLMs as agents to interact with KGs to conduct reasoning." . "KG-Agent" . . . "KVMemNet" . . "MM-REACT" . . "NSM" . . "Pangu" . . "ProgPrompt" . . "ReAct" . . "RGCN" . . "RNN SPARQL" . . "Struct-GPT" . . "TransferNet" . . "WebGPT" . . . "2026-02-26T15:15:52.106Z"^^ . . . . "LLM-KG assessment for paper 10.48550/arXiv.2402.11163" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "KS3NUSeqdltsR3BTpinMuRPh1XxtQ857n8VRvxpl1nVtLv8h4k6gO5Bkid27rKnp5otrhRMNYP/MWyYBK1hcgs9VFFYVqzb/e4djiLBjVYqJN2Xqo5VZIu1B5pB5JsC4GV0B7hYBSyqif49aX/pjBaosdX7cIlgHkUmz4jV0hHDjFX75drE0lSt9PHYYRuK1J1GJP6YDDwV+wEZfXUYRqZXC+99tLrUA5Sifgq3Cj7aWQx1/vQ6jtm2ucNMOYp/xa36CDq91x7Kq//zgaOq67Yzvtq9c5OUj1GVaO7PfQ5vj5uE9f8TEauEwkyfjqlHWwpVDJ1SWcGk/OkQP22IP4g==" . . .