. . . . "Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance" . . . . . . "Direct QA" . . "Direct QA + SR" . . . "The method introduces a novel LLM-based agent designed with an iterative reasoning mechanism to diagnose operational bottlenecks by interacting with a Knowledge Graph (KG) derived from Discrete Event Simulation data. The agent employs a sophisticated dual-path architecture (QA Chain and Iterative Reasoning Chain) that generates sequential, conditioned sub-questions, formulates Cypher queries for KG interaction, retrieves evidence, and performs self-reflection, thus treating the LLM as an agent to conduct complex, multi-step reasoning over KGs." . "Iterative Reasoning LLM Agent for Warehouse Planning Assistance" . . . . "2026-02-26T16:25:56.605Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2507.17273" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "t7E+DCoA/bMd/+hkTFQpZKUbX9e6dL0a6Cgmw1+XbjODLA5zpfUrUTSQ5nsPLdmbjMqCd5LqhLydOzlbL20qqcr7Y9PzuaNXNY3PrhTjQao/2MwrFpGiU1vAsyQGgXQijgbNAeHIe2gr/bkyIsMc65cqk+51I2QxYymfzl8mkVLUCEomO3RYlZVm7f+lClTU1dLKfVtTYK3Hm/r7InJgAecMA3BCCzFvFMeH9juuUHGQD8ZLCtrhGidl9vfd83UiIPCTDqKmHvSW8btD522NJKSHlVPSEXQvYJAHZFRIHyYDiW4YusLEghsWZ/ulYF84TtYwOSbhsuypHPYHcomdug==" . . .