. . . . "Automated Retrosynthesis Planning of Macromolecules Using Large Language Models and Knowledge Graphs" . . . . . . . . . . . "This method proposes a comprehensive agent system that integrates LLMs for information extraction, entity alignment, and pathway evaluation/recommendation, with KGs for structured storage, efficient retrieval, and robust pathway construction and search. The system leverages the strengths of both to perform multi-step retrosynthesis planning, where LLMs and KGs collaboratively contribute to the complex reasoning process." . "Automated Retrosynthesis Planning Agent" . . . "Chain-of-Thought" . . "In-context Learning" . . "Memoized Depth-first Search" . . . "This is a novel algorithm explicitly designed to identify all valid multi-branched reaction pathways within a retrosynthetic pathway tree derived from a knowledge graph. It functions as a core component of the overall agent, specifically aimed at helping LLMs overcome their limitations in complex, multi-branched reasoning, thereby enabling a more comprehensive and accurate reasoning process within the synergized framework." . "Multi-branched Reaction Pathway Search Algorithm" . . . "Prompt Engineering" . . "Retrieval-Augmented Generation" . . . "2026-02-26T16:29:29.720Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2501.08897" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "nUTRRPClTASYUlUfLSg7/BkGfYv79yjbyX0l+mthMxoLUooae/qIJgA+dcdv+Qm+EfXYA11zmAUEfnG+hLigHK3IJREQMokEq8rXMfaoWEWH7InW7RZn2qotkdqObZ/me5c2S8XqTcGOAa0T+xEmg94xyLrGkfVaBtnejoPb4SnZ0D/dFgD5Sgy+zOjI6w7kAYhZYZ1Xhb66MtanfDpdmzCj9bEhInA8JRvmlPja0PSVoK/FCFmGFI/67/f24PjWOADKPqVDvwO6TMiT2z8xgmgZChyLbNI4PrnSPON1+LTPw4gQkHl1UmANXcRx60q+QPN79GIbyXHuSusoy0qmpA==" . . .