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Knowledge Graphs

1534 directly classified papers

Papers per year

Papers

EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025
Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features COLING 2025
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025
mRAKL: Multilingual Retrieval-Augmented Knowledge Graph Construction for Low-Resourced Languages ACL 2025
Towards Global-Topology Relation Graph for Inductive Knowledge Graph Completion AAAI 2025
MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025
Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025
Just KIDDIN’ : Knowledge Infusion and Distillation for Detection of INdecent Memes ACL 2025
Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings EMNLP 2025
Let Modalities Teach Each Other: Modal-Collaborative Knowledge Extraction and Fusion for Multimodal Knowledge Graph Completion NAACL 2025
Efficient Document-level Event Relation Extraction NAACL 2025
LAB-KG: A Retrieval-Augmented Generation Method with Knowledge Graphs for Medical Lab Test Interpretation COLING 2025
VistaWise: Building Cost-Effective Agent with Cross-Modal Knowledge Graph for Minecraft EMNLP 2025
GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025
Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025
Demystifying the Power of Large Language Models in Graph Generation NAACL 2025
GraphAgent: Agentic Graph Language Assistant EMNLP 2025
On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025
Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown ICCV 2025
Time-aware ReAct Agent for Temporal Knowledge Graph Question Answering NAACL 2025
GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery EMNLP 2025
A Derivational ChainBank for Modern Standard Arabic COLING 2025
GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025