. . . . "Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs" . . . . . . . . . "Chain-of-Thought (CoT)" . . "KAPING" . . "Knowledge-Driven CoT" . . . "PDA proposes a novel framework to align LLM and KG knowledge and optimize their reasoning capabilities for complex question-answering. It uses the Pyramid Principle to generate deductive knowledge from the LLM that aligns with KG reasoning paths, and then employs a recursive mechanism to leverage the KG's inherent reasoning abilities to retrieve accurate information, thereby combining the strengths of both systems." . "Pyramid-Driven Alignment (PDA)" . . . "Self-Consistency" . . "Subgraph-KGQA" . . . "2026-02-26T15:47:41.405Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2410.12298" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "ade0sb7Zwl+7YsrHsytSROnYIo7W/4zjoUUXTz1DfL/qsRYoekq7aHnXWcYPQixEhDsNoB6ll/kuGRYbUf+JPPZH0D/ivwsgtAcS9iyOhdS4I0niIiYfyV/9HYsU8vBkONs+cOhoCRfW5ZxIJLCCk8/7uUiWxpkX1zyyvPDDvUSc2Gw938MRvsAJ8tzEK08Cf43ZFIIPyDq6HLLvGuCElSJ7OriIZwjNlCHj8fA35OSHQZ61vSg+HPE9wWOqiNL3C8lHJZkhLIjZFUV8GyJno3nFE2Hk12TL9mYk9Z6BU/1/cPZ4ht2R5n07Mx2zckaMA4PXZUmUFrXqTd1oj8baSw==" . . .