. . . . "Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs" . . . . . . . . . . . "Chain-of-Thought (CoT)" . . "Direct" . . "Direct RAG" . . "DLPKG" . . "ICLPKG" . . . "LPKG is a novel framework that enhances the planning capabilities of LLMs for complex question-answering. It uses predefined KG patterns to construct accurate planning data, which is then used to fine-tune a planning LLM. The KG data directly improves the LLM's internal ability to generate multi-step plans, classifying it under KGEnhancedLLMPretraining as it modifies the LLM's core capabilities through a training phase." . "Learning to Plan from Knowledge Graphs (LPKG)" . . . "ReAct" . . "Self-Ask" . . . "2026-02-26T16:09:03.511Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2406.14282" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "uQ4iJyyG0c2mEVxVZ7HTYmJxo+oFMp6fowXUsAlTZPfgoB4lF70Y1u3xOHtBYrsI7R0hgO5mvVHgnFS9smKDdxMVQ64292V/XNt+49ee/kTWzR+BpMMNGRiQSuhCGKu6LlZxuunAqLQgZ5QwMNK/0SIQa54ai51FszWD6Sq1ed3l8WLo1XM5/qiLFUqVLHUvyXxw8++nttKWuZfofiv4xtqe+EKbMix1zPaYBi4Fl/WZc/TaHC8S/kJ0lNw7ZVQHo6wlDE6CZbU2Fvqbi7UUG8G6oDZA27dNDvV/beq6aarPfACvOMLKBabz6/bM/d0zg2qJYAEjMZ05CeOjtTTd3Q==" . . .