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Knowledge Graphs

1534 directly classified papers

Papers per year

Papers

On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025
Reliable and Cost-Effective Exploratory Data Analysis via Graph-Guided RAG EMNLP 2025
Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025
Refining Noisy Knowledge Graph with Large Language Models COLING 2025
Can LLMs be Knowledge Graph Curators for Validating Triple Insertions? COLING 2025
Text2Cypher: Bridging Natural Language and Graph Databases COLING 2025
KGFakeNet: A Knowledge Graph-Enhanced Model for Fake News Detection COLING 2025
Style Knowledge Graph: Augmenting Text Style Transfer with Knowledge Graphs COLING 2025
Entity Quality Enhancement in Knowledge Graphs through LLM-based Question Answering COLING 2025
Multilingual Skill Extraction for Job Vacancy–Job Seeker Matching in Knowledge Graphs COLING 2025
NLP@IIMAS-CLTL at Multilingual Counterspeech Generation: Combating Hate Speech Using Contextualized Knowledge Graph Representations and LLMs COLING 2025
Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025
LAB-KG: A Retrieval-Augmented Generation Method with Knowledge Graphs for Medical Lab Test Interpretation COLING 2025
Generative FrameNet: Scalable and Adaptive Frames for Interpretable Knowledge Storage and Retrieval for LLMs Powered by LLMs COLING 2025
Unifying Large Language Models and Knowledge Graphs for efficient Regulatory Information Retrieval and Answer Generation COLING 2025
STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation ACL 2025
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025
Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025
Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection ACL 2025
Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025
RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025
Mining the Past with Dual Criteria: Integrating Three types of Historical Information for Context-aware Event Forecasting EMNLP 2025
Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 2025