| Structured Sparse R-CNN for Direct Scene Graph Generation | Jun 21, 2021 | graph constructionGraph Generation | CodeCode Available | 1 |
| PRGC: Potential Relation and Global Correspondence Based Joint Relational Triple Extraction | Jun 18, 2021 | RelationRelation Prediction | CodeCode Available | 1 |
| Semi-supervised Time Series Classification by Temporal Relation Prediction | Jun 11, 2021 | ClassificationPrediction | CodeCode Available | 1 |
| Entity Concept-enhanced Few-shot Relation Extraction | Jun 4, 2021 | RelationRelation Extraction | CodeCode Available | 1 |
| Annotating Columns with Pre-trained Language Models | Apr 5, 2021 | Columns Property AnnotationColumn Type Annotation | CodeCode Available | 1 |
| Inductive Relation Prediction by BERT | Mar 12, 2021 | Few-Shot LearningInductive Learning | CodeCode Available | 1 |
| Neural Relational Inference with Efficient Message Passing Mechanisms | Jan 23, 2021 | RelationRelation Prediction | CodeCode Available | 1 |
| GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural Networks | Jan 1, 2021 | Continual LearningKnowledge Graphs | CodeCode Available | 1 |
| Communicative Message Passing for Inductive Relation Reasoning | Dec 16, 2020 | Inductive BiasInductive Relation Prediction | CodeCode Available | 1 |
| GDPNet: Refining Latent Multi-View Graph for Relation Extraction | Dec 12, 2020 | Dialog Relation ExtractionDynamic Time Warping | CodeCode Available | 1 |
| Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language Models | Dec 1, 2020 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 1 |
| Rationalizing Medical Relation Prediction from Corpus-level Statistics | May 2, 2020 | Decision MakingPrediction | CodeCode Available | 1 |
| AMPERSAND: Argument Mining for PERSuAsive oNline Discussions | Apr 30, 2020 | Argument MiningLanguage Modeling | CodeCode Available | 1 |
| On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification | Apr 27, 2020 | Discourse ParsingGeneral Classification | CodeCode Available | 1 |
| R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning | Apr 22, 2020 | Relation Prediction | CodeCode Available | 1 |
| Relation Transformer Network | Apr 13, 2020 | DecoderGraph Generation | CodeCode Available | 1 |
| Evaluating Logical Generalization in Graph Neural Networks | Mar 14, 2020 | Continual LearningDiversity | CodeCode Available | 1 |
| Cascaded Human-Object Interaction Recognition | Mar 9, 2020 | Human-Object Interaction DetectionObject | CodeCode Available | 1 |
| Relational Message Passing for Knowledge Graph Completion | Feb 17, 2020 | Knowledge Graph CompletionRelation | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Embedding Symbolic Knowledge into Deep Networks | Sep 3, 2019 | Graph EmbeddingRelation Prediction | CodeCode Available | 1 |
| SPADE: Spatial-Aware Denoising Network for Open-vocabulary Panoptic Scene Graph Generation with Long- and Local-range Context Reasoning | Jul 8, 2025 | DenoisingGraph Generation | —Unverified | 0 |
| Towards Comprehensive Argument Analysis in Education: Dataset, Tasks, and Method | May 17, 2025 | Argument MiningRelation | —Unverified | 0 |
| Image-Text Relation Prediction for Multilingual Tweets | May 8, 2025 | Language ModelingLanguage Modelling | —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 |
