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1837 papers

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KG

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large language model (13587) question answering (2963) graph neural network (3962) link prediction (624) retrieval-augmented generation (1592) multi-hop reasoning (423) relation extraction (919) information extraction (1090) representation learning (6206) graph embedding (349)

Papers

KGFakeNet: A Knowledge Graph-Enhanced Model for Fake News Detection COLING 2025
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 2025
Can LLMs be Knowledge Graph Curators for Validating Triple Insertions? COLING 2025
Performance and Limitations of Fine-Tuned LLMs in SPARQL Query Generation COLING 2025
Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025
Ontolearn---A Framework for Large-scale OWL Class Expression Learning in Python JMLR 2025
MissionGNN: Hierarchical Multimodal GNN-Based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation WACV 2025
Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025
GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking ACL 2025
On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval COLING 2025
M³GQA: A Multi-Entity Multi-Hop Multi-Setting Graph Question Answering Benchmark ACL 2025
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform EMNLP 2025
ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs EMNLP 2025
KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025
Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation ACL 2025
SEAGraph: Unveiling the Whole Story of Paper Review Comments IJCNLP 2025
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models ACL 2025
Don’t Forget the Base Retriever! A Low-Resource Graph-based Retriever for Multi-hop Question Answering EMNLP 2025
Reliable and Cost-Effective Exploratory Data Analysis via Graph-Guided RAG EMNLP 2025
SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task COLING 2025
Enhancing Scene Graph Generation with Hierarchical Relationships and Commonsense Knowledge WACV 2025
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs COLING 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025