Knowledge Graphs

ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM ACL 2025 Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025 CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning NAACL 2025 Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models EMNLP 2025 Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement EMNLP 2025 D-RAG: Differentiable Retrieval-Augmented Generation for Knowledge Graph Question Answering EMNLP 2025 Dynamic Injection of Entity Knowledge into Dense Retrievers EMNLP 2025 Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features COLING 2025 Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025 Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation ACL 2025 Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025 EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025 GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025 Graph-Augmented Open-Domain Multi-Document Summarization COLING 2025 Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning ACL 2025 GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery EMNLP 2025 GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes AISTATS 2025 HI-DR: Exploiting Health Status-Aware Attention and an EHR Graph+ for Effective Medication Recommendation AAAI 2025 Hierarchical 3D Scene Graphs Construction Outdoors ICCV 2025 Homa at SemEval-2025 Task 5: Aligning Librarian Records with OntoAligner for Subject Tagging SemEval 2025 How to Talk to Language Models: Serialization Strategies for Structured Entity Matching NAACL 2025 Hybrid Fact-Checking that Integrates Knowledge Graphs, Large Language Models, and Search-Based Retrieval Agents Improves Interpretable Claim Verification EMNLP 2025