. . . . "ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs" . . . . . . . . . . . . . . "CoT" . . "GPT-3.5 Direct Answering" . . "GPT-4 Direct Answering" . . "HyKGE" . . . "ODA is a novel AI agent framework designed for KG-centric tasks that deeply integrates LLM and KG reasoning. It operates through a cyclical Observation-Action-Reflection paradigm, where the LLM acts as an agent interacting with the KG. The core contribution is an observation module that autonomously processes KG knowledge (using a recursive D-turn observe strategy) to generate reasoning patterns, which then guides the LLM's action and reflection steps, enabling synergistic reasoning for complex KG-related questions." . "ODA (Observation-Driven Agent)" . . . "RACo" . . "RAG" . . "Re2G" . . "SPARQL-QA" . . "Self-Consistency" . . "ToG" . . . "2026-02-26T13:19:48.611Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2404.07677" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "vOVivrk8IGx0qyb7HU04C6A48utVADySerrP3rFTqS1XDtfr5Or9mGGSejZ5Wc6+ZIBUG7IrZEQIk3KsRbPlYDS7oy2clCoEVtpV/IyHBc11O8+rFAsNemUZhoq0H4OmiCfnM1czpguBRRP5KinBrIgXbWc1I/iJdMXuqIBfw6Hrad8wDgbkeQE6yQ7/eo+W835c8EjG6li8rMijhUSoAUFRYQExdBizJt4RGft4tmK/PkUc89k0CzLKqZwPerQ9mGCxg54/P6L5xwbsEkjKmobWNqUzOJ1VUyKh5amJMjgm+uwwFCmB/4s1vEzCF5qpP1/I5vEtwGEAKYqLgMhOwQ==" . . .