Knowledge Graphs

GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding ACL 2025 Graph-Linguistic Fusion: Using Language Models for Wikidata Vandalism Detection ACL 2025 GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery EMNLP 2025 GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025 GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025 Graph-Structured Trajectory Extraction from Travelogues ACL 2025 GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025 GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025 Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers ICML 2025 Grounding Multilingual Multimodal LLMs With Cultural Knowledge EMNLP 2025 Harmonizing Divergent Lemmatization and Part-of-Speech Tagging Practices for Latin Participles through the LiLa Knowledge Base ACL 2025 Harnessing Language Model for Cross-Heterogeneity Graph Knowledge Transfer AAAI 2025 Heterogeneous Graph Neural Network on Semantic Tree AAAI 2025 Hierarchical 3D Scene Graphs Construction Outdoors ICCV 2025 Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification ICML 2025 Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding IJCAI 2025 Higher-order Logical Knowledge Representation Learning IJCAI 2025 How do Language Models Reshape Entity Alignment? A Survey of LM-Driven EA Methods: Advances, Benchmarks, and Future EMNLP 2025 How Expressive are Knowledge Graph Foundation Models? ICML 2025 How Sememic Components Can Benefit Link Prediction for Lexico-Semantic Knowledge Graphs? EMNLP 2025 How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback IJCAI 2025 How to Talk to Language Models: Serialization Strategies for Structured Entity Matching NAACL 2025 HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases ACL 2025 HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning EMNLP 2025 HyperFM: Fact-Centric Multimodal Fusion for Link Prediction over Hyper-Relational Knowledge Graphs ACL 2025