. . . . "ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs" . . . . . . . . . . . . . . "CoT" . . "Direct Answering (DeepSeek-V2)" . . "Direct Answering (GPT-3.5)" . . "Direct Answering (GPT-4)" . . . "ODA is a novel AI agent framework designed for KG-centric tasks. It integrates LLMs and KGs through a cyclical paradigm of observation, action, and reflection, enabling the LLM to leverage autonomous reasoning patterns from the KG. This framework creates a synergistic reasoning process where the LLM acts as an agent interacting with and being guided by the KG's knowledge to enhance problem-solving." . "Observation-Driven Agent (ODA)" . . . "RACo" . . "RAG" . . "Re2G" . . "SPARQL-QA" . . "Self-Consistency" . . "ToG" . . . "2026-02-26T15:15:34.661Z"^^ . . . . "LLM-KG assessment for paper 10.48550/arXiv.2404.07677" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "dyzETxNXfD8qkZaiugYoJ7l2Nj1X7UFGFXqoRNUu/pwW4np6/5len+qi9KcoHGhyfAKrkuxKfigc0gC0u3okulZESRN9HqHy1CWrpAQQShVjzJc4WlG3iZZc6GOA5Ae1VnDuzWI9RgckWqIxTIgZdHP43oebdZoVXU7TpOpVjSTKGTqUV3Nf2bwUH2ohHTW0Ah0e1k8pG8nQYh9mcHmg2HcM0Y6Wv6vzYeNCnrhPR4OL0Q03kn3n2I7w4nPyqfQeWX71mXoFQ9zHIynYTiUpujtZBNN8X/2NyQ0toYUFJhBjwRBlodvHyX9MIONSab8/MJBIzSk8aD2AmPy0mBGWtA==" . . .