. . . . "Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP Education" . . . . . . . . . . "BERT" . . "DeepWalk" . . . "Graphusion is a zero-shot Knowledge Graph Construction (KGC) framework that leverages LLMs for extracting, merging, and resolving knowledge triplets from free text. Its core fusion module provides a global view of triplets by incorporating entity merging, conflict resolution, and novel triplet discovery, addressing key challenges in scientific KGC." . "Graphusion" . . . . "This pipeline enhances LLM interaction with a concept graph for various Question Answering tasks on the TutorQA benchmark. It operates in two steps: command query, where the LLM generates commands to retrieve relevant paths from the KG, and answer generation, where these paths are used as contextual prompts for the LLM to generate answers." . "KG-Enhanced Model for TutorQA" . . . "Node2vec" . . "P2V" . . "Retrieval Augmented Generation" . . . "2026-02-26T15:46:27.479Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2407.10794" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "dFaQ/jkXlpocdOIlzVCrwEvWximMb/MtsDKDihmgNz5m3/ZoJlEpbtRfyYLOhfxKMUTcmjGTD0lCPE9uNIM+96DjI/mFDiljMyJGEI4ZaaQLOjKiLhxysHLK86BXLPgcftjUpyCKHhhHXXDxnqu5yza7u0stF4NeoBe8NqdA1vyNC+pmor+tmyf/K4eNO/5ZDZ7gB+eONWH5mpAlmz8C6gzd/H7k/6rR19uj6Vsk1sV0Z5TXI9p/jVD4HI1uyqlsvF4EJ8IkMKFo57Ig7GjSVIDrm6ovx0yN5CCbSUo7iB4znlxYUQgLXV6Bs2if9vVa8JtSdHz/tIsieYjKk2dXXw==" . . .