Knowledge Graphs

Meta-Semantics Augmented Few-Shot Relational Learning EMNLP 2025 Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025 Mining the Past with Dual Criteria: Integrating Three types of Historical Information for Context-aware Event Forecasting EMNLP 2025 Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph Embedding NAACL 2025 Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification ICML 2025 Mixed-Curvature Multi-Modal Knowledge Graph Completion AAAI 2025 Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases ACL 2025 mRAKL: Multilingual Retrieval-Augmented Knowledge Graph Construction for Low-Resourced Languages ACL 2025 MuCAL: Contrastive Alignment for Preference-Driven KG-to-Text Generation EMNLP 2025 MuCoS: Efficient Drug–Target Discovery via Multi-Context-Aware Sampling in Knowledge Graphs ACL 2025 Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing EMNLP 2025 Multilingual Skill Extraction for Job Vacancy–Job Seeker Matching in Knowledge Graphs COLING 2025 Multi-View Empowered Structural Graph Wordification for Language Models AAAI 2025 MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025 Network Causal Effect Estimation In Graphical Models Of Contagion And Latent Confounding CLeaR 2025 NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning ACL 2025 NLP@IIMAS-CLTL at Multilingual Counterspeech Generation: Combating Hate Speech Using Contextualized Knowledge Graph Representations and LLMs COLING 2025 No Metric to Rule Them All: Toward Principled Evaluations of Graph-Learning Datasets ICML 2025 OG-RAG: Ontology-grounded retrieval-augmented generation for large language models EMNLP 2025 On Measuring Long-Range Interactions in Graph Neural Networks ICML 2025 On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025 Open Your Eyes: Vision Enhances Message Passing Neural Networks in Link Prediction ICML 2025 Orthogonal Causal Calibration (Extended Abstract) COLT 2025 Performance and Limitations of Fine-Tuned LLMs in SPARQL Query Generation COLING 2025 Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data ICML 2025