| LinkBERT: Pretraining Language Models with Document Links | Mar 29, 2022 | Document ClassificationLanguage Modeling | CodeCode Available | 2 | 5 |
| GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction | Apr 18, 2024 | Graph structure learningJoint Entity and Relation Extraction | CodeCode Available | 2 | 5 |
| 1st Place Solution for PSG competition with ECCV'22 SenseHuman Workshop | Feb 6, 2023 | Multi-class ClassificationPanoptic Segmentation | CodeCode Available | 2 | 5 |
| REACT: Real-time Efficiency and Accuracy Compromise for Tradeoffs in Scene Graph Generation | May 25, 2024 | Graph GenerationObject | CodeCode Available | 2 | 5 |
| UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure Analysis | Mar 20, 2025 | Document Layout AnalysisDocument Summarization | CodeCode Available | 2 | 5 |
| R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning | Apr 22, 2020 | Relation Prediction | CodeCode Available | 1 | 5 |
| Target Adaptive Context Aggregation for Video Scene Graph Generation | Aug 18, 2021 | Graph GenerationRelation | CodeCode Available | 1 | 5 |
| Relation Transformer Network | Apr 13, 2020 | DecoderGraph Generation | CodeCode Available | 1 | 5 |
| Inductive Relation Prediction by BERT | Mar 12, 2021 | Few-Shot LearningInductive Learning | CodeCode Available | 1 | 5 |
| RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction | Jun 7, 2022 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 | 5 |
| Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding | Oct 27, 2021 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 | 5 |
| Structured Sparse R-CNN for Direct Scene Graph Generation | Jun 21, 2021 | graph constructionGraph Generation | CodeCode Available | 1 | 5 |
| AMPERSAND: Argument Mining for PERSuAsive oNline Discussions | Apr 30, 2020 | Argument MiningLanguage Modeling | CodeCode Available | 1 | 5 |
| Semi-supervised Time Series Classification by Temporal Relation Prediction | Jun 11, 2021 | ClassificationPrediction | CodeCode Available | 1 | 5 |
| Relationformer: A Unified Framework for Image-to-Graph Generation | Mar 19, 2022 | Graph GenerationObject | CodeCode Available | 1 | 5 |
| Neural Relational Inference with Efficient Message Passing Mechanisms | Jan 23, 2021 | RelationRelation Prediction | CodeCode Available | 1 | 5 |
| Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language Models | Dec 1, 2020 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 1 | 5 |
| NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs | Jun 23, 2021 | Knowledge GraphsLink Prediction | CodeCode Available | 1 | 5 |
| OpenPSG: Open-set Panoptic Scene Graph Generation via Large Multimodal Models | Jul 15, 2024 | Graph Generationobject-detection | CodeCode Available | 1 | 5 |
| Prototype-based Embedding Network for Scene Graph Generation | Mar 13, 2023 | Graph GenerationRelation | CodeCode Available | 1 | 5 |
| Annotating Columns with Pre-trained Language Models | Apr 5, 2021 | Columns Property AnnotationColumn Type Annotation | CodeCode Available | 1 | 5 |
| Rationalizing Medical Relation Prediction from Corpus-level Statistics | May 2, 2020 | Decision MakingPrediction | CodeCode Available | 1 | 5 |
| Embedding Symbolic Knowledge into Deep Networks | Sep 3, 2019 | Graph EmbeddingRelation Prediction | CodeCode Available | 1 | 5 |
| Solving Inequality Proofs with Large Language Models | Jun 9, 2025 | Mathematical Problem-SolvingRelation Prediction | CodeCode Available | 1 | 5 |
| Cascaded Human-Object Interaction Recognition | Mar 9, 2020 | Human-Object Interaction DetectionObject | CodeCode Available | 1 | 5 |
| A Partition Filter Network for Joint Entity and Relation Extraction | Aug 27, 2021 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| PARE: A Simple and Strong Baseline for Monolingual and Multilingual Distantly Supervised Relation Extraction | Oct 14, 2021 | RelationRelation Extraction | CodeCode Available | 1 | 5 |
| Towards General-Purpose Representation Learning of Polygonal Geometries | Sep 29, 2022 | Relation PredictionRepresentation Learning | CodeCode Available | 1 | 5 |
| VLPrompt: Vision-Language Prompting for Panoptic Scene Graph Generation | Nov 27, 2023 | Graph GenerationPanoptic Scene Graph Generation | CodeCode Available | 1 | 5 |
| Zero-Shot Scene Graph Relation Prediction through Commonsense Knowledge Integration | Jul 11, 2021 | Graph GenerationGraph Mining | CodeCode Available | 1 | 5 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 | 5 |
| Communicative Message Passing for Inductive Relation Reasoning | Dec 16, 2020 | Inductive BiasInductive Relation Prediction | CodeCode Available | 1 | 5 |
| Entity Concept-enhanced Few-shot Relation Extraction | Jun 4, 2021 | RelationRelation Extraction | CodeCode Available | 1 | 5 |
| Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis | Mar 21, 2022 | Dependency ParsingGraph Attention | CodeCode Available | 1 | 5 |
| Evaluating Logical Generalization in Graph Neural Networks | Mar 14, 2020 | Continual LearningDiversity | CodeCode Available | 1 | 5 |
| Learning Rule-Induced Subgraph Representations for Inductive Relation Prediction | Aug 9, 2024 | Inductive Relation PredictionKnowledge Graphs | CodeCode Available | 1 | 5 |
| A Two-Stage Method for Chinese AMR Parsing | Sep 29, 2022 | AMR ParsingPrediction | CodeCode Available | 1 | 5 |
| Relational Message Passing for Knowledge Graph Completion | Feb 17, 2020 | Knowledge Graph CompletionRelation | CodeCode Available | 1 | 5 |
| Exploring Large Language Models for Knowledge Graph Completion | Aug 26, 2023 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 1 | 5 |
| GDPNet: Refining Latent Multi-View Graph for Relation Extraction | Dec 12, 2020 | Dialog Relation ExtractionDynamic Time Warping | CodeCode Available | 1 | 5 |
| DeepDrug: A General Graph-Based Deep Learning Framework for Drug Relation Prediction | Feb 10, 2022 | RelationRelation Prediction | CodeCode Available | 1 | 5 |
| PRGC: Potential Relation and Global Correspondence Based Joint Relational Triple Extraction | Jun 18, 2021 | RelationRelation Prediction | CodeCode Available | 1 | 5 |
| On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification | Apr 27, 2020 | Discourse ParsingGeneral Classification | CodeCode Available | 1 | 5 |
| Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations | Oct 6, 2021 | Graph Representation LearningKnowledge Base Completion | CodeCode Available | 1 | 5 |
| History Aware Multimodal Transformer for Vision-and-Language Navigation | Oct 25, 2021 | Decision MakingNavigate | CodeCode Available | 1 | 5 |
| GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural Networks | Jan 1, 2021 | Continual LearningKnowledge Graphs | CodeCode Available | 1 | 5 |
| Knowledge Graph Refinement based on Triplet BERT-Networks | Nov 18, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 | 5 |
| A shallow neural model for relation prediction | Jan 22, 2021 | Knowledge Graph Completionmodel | CodeCode Available | 0 | 5 |
| Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering | Sep 24, 2024 | Entity LinkingGraph Question Answering | CodeCode Available | 0 | 5 |
| CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation Prediction | Dec 14, 2021 | Hypernym DiscoveryRelation | CodeCode Available | 0 | 5 |
