| Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training | May 18, 2025 | Contrastive LearningIn-Context Learning | CodeCode Available | 0 |
| Relation-Aware Graph Foundation Model | May 17, 2025 | Data AugmentationGraph Learning | —Unverified | 0 |
| Towards Comprehensive Argument Analysis in Education: Dataset, Tasks, and Method | May 17, 2025 | Argument MiningRelation | —Unverified | 0 |
| Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets | May 16, 2025 | BenchmarkingKnowledge Graphs | —Unverified | 0 |
| GraphOracle: A Foundation Model for Knowledge Graph Reasoning | May 16, 2025 | Knowledge GraphsRelation | —Unverified | 0 |
| MIRAGE: A Multi-modal Benchmark for Spatial Perception, Reasoning, and Intelligence | May 15, 2025 | AttributeObject | —Unverified | 0 |
| ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph Completion | May 12, 2025 | Information RetrievalKnowledge Graph Completion | CodeCode Available | 1 |
| T-T: Table Transformer for Tagging-based Aspect Sentiment Triplet Extraction | May 8, 2025 | Aspect Sentiment Triplet ExtractionRelation | —Unverified | 0 |
| Image-Text Relation Prediction for Multilingual Tweets | May 8, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Soft Reasoning Paths for Knowledge Graph Completion | May 6, 2025 | Knowledge Graph CompletionRelation | —Unverified | 0 |
| RD-UIE: Relation-Driven State Space Modeling for Underwater Image Enhancement | May 2, 2025 | Image EnhancementMamba | CodeCode Available | 0 |
| Knowledge-augmented Pre-trained Language Models for Biomedical Relation Extraction | May 1, 2025 | Hyperparameter OptimizationKnowledge Graphs | CodeCode Available | 0 |
| Numerical Representation of Preferences over Random Availability Functions | Apr 26, 2025 | Relation | —Unverified | 0 |
| Grad: Guided Relation Diffusion Generation for Graph Augmentation in Graph Fraud Detection | Apr 22, 2025 | Contrastive LearningFraud Detection | CodeCode Available | 3 |
| Relation-R1: Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relational Comprehension | Apr 20, 2025 | Graph GenerationReinforcement Learning (RL) | —Unverified | 0 |
| Generalized Visual Relation Detection with Diffusion Models | Apr 16, 2025 | Graph GenerationHuman-Object Interaction Detection | —Unverified | 0 |
| On Linear Representations and Pretraining Data Frequency in Language Models | Apr 16, 2025 | 2kIn-Context Learning | —Unverified | 0 |
| Relation-Rich Visual Document Generator for Visual Information Extraction | Apr 14, 2025 | Diversitydocument understanding | CodeCode Available | 0 |
| A convergence law for continuous logic and continuous structures with finite domains | Apr 11, 2025 | Relation | —Unverified | 0 |
| Knowledge Graph Completion with Relation-Aware Anchor Enhancement | Apr 8, 2025 | Knowledge Graph CompletionLink Prediction | CodeCode Available | 1 |
| QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning | Apr 4, 2025 | Data AugmentationImage Generation | —Unverified | 0 |
| The quasi-semantic competence of LLMs: a case study on the part-whole relation | Apr 3, 2025 | counterfactualRelation | —Unverified | 0 |
| DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting | Apr 2, 2025 | RelationSpatio-Temporal Forecasting | —Unverified | 0 |
| Multi-Relation Graph-Kernel Strengthen Network for Graph-Level Clustering | Apr 2, 2025 | ClusteringGraph Similarity | —Unverified | 0 |
| Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion | Apr 1, 2025 | Document-level Relation ExtractionRelation | CodeCode Available | 0 |
