. . . . "UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction" . . . . . . . . . . . . . "GeoLM" . . "K2" . . "KG-BERT" . . "KG-T5" . . "LLMs-based In-context Learning" . . "LLMs-based Zero-shot Reasoning" . . "PRGC" . . "RelationPrompt" . . . "UrbanKGent is a unified LLM agent framework proposed for automatic Urban Knowledge Graph (UrbanKG) construction. It integrates knowledgeable instruction generation, a tool-augmented iterative trajectory refinement module, and hybrid instruction fine-tuning to effectively address both relational triplet extraction and knowledge graph completion tasks, enhancing the creation of urban KGs." . "UrbanKGent" . . . "Vanilla Fine-tuning" . . . "2026-02-26T15:32:34.724Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2402.06861" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "CpC8JhINnUpkfPYoCHXoTVsZ05rBvXt7T6EKg5/hP0j7VGYZTM6hvqUv3ErPP32I4+aH4OJxFU269PkvehrW4oElqFh/NSspLnhjENxUaaDYbRvwmnNXLWQrA2ENGwIqbTI4rtC0l6UkLkUEZ12Zvz2TgqHK8clmmLyzMikKHZADtsbdt5sq84Po04CA7BGABX5wWiZy/2UJOR/KyZXXJjJnJquybXiEwKo4KNzPV/2O43LN6Kzx54yDUuDsqxm60hHZN+Axnxoq50ILemtAhCQoRgJ5CQIEjAj2l4gaKml6NwvIrDyG48B4sh27F0wJxJbuNZfxZvwN6aIk21KgcQ==" . . .