| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| Enhancing Scene Graph Generation with Hierarchical Relationships and Commonsense Knowledge | Nov 21, 2023 | Large Language ModelMultimodal Deep Learning | CodeCode Available | 1 |
| A Distant Supervision Corpus for Extracting Biomedical Relationships Between Chemicals, Diseases and Genes | Apr 13, 2022 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Relational Message Passing for Knowledge Graph Completion | Feb 17, 2020 | Knowledge Graph CompletionRelation | CodeCode Available | 1 |
| Entity, Relation, and Event Extraction with Contextualized Span Representations | Sep 8, 2019 | Event ExtractionJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Dependency-based Text Graphs for Keyphrase and Summary Extraction with Applications to Interactive Content Retrieval | Sep 20, 2019 | RelationRelation Extraction | CodeCode Available | 1 |
| ESTER: A Machine Reading Comprehension Dataset for Event Semantic Relation Reasoning | Apr 16, 2021 | Machine Reading ComprehensionNatural Language Queries | CodeCode Available | 1 |
| Edge-Enhanced Graph Convolution Networks for Event Detection with Syntactic Relation | Feb 25, 2020 | Event DetectionRelation | CodeCode Available | 1 |
| An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning | Feb 11, 2021 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| SERE: Exploring Feature Self-relation for Self-supervised Transformer | Jun 10, 2022 | RelationSelf-Supervised Learning | CodeCode Available | 1 |
| Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation | Mar 29, 2022 | Contrastive LearningRelation | CodeCode Available | 1 |
| Exploring Patch-wise Semantic Relation for Contrastive Learning in Image-to-Image Translation Tasks | Mar 3, 2022 | Contrastive LearningImage-to-Image Translation | CodeCode Available | 1 |
| Exploring Task Difficulty for Few-Shot Relation Extraction | Sep 12, 2021 | Contrastive LearningMeta-Learning | CodeCode Available | 1 |
| Convolutional Fine-Grained Classification with Self-Supervised Target Relation Regularization | Aug 3, 2022 | ClassificationData Augmentation | CodeCode Available | 1 |
| Bootstrapping Relation Extractors using Syntactic Search by Examples | Feb 9, 2021 | Data AugmentationRelation | CodeCode Available | 1 |
| Federated Incremental Semantic Segmentation | Apr 10, 2023 | Federated LearningRelation | CodeCode Available | 1 |
| Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching | Jun 16, 2021 | Federated Learningimage-classification | CodeCode Available | 1 |
| ARM-Net: Adaptive Relation Modeling Network for Structured Data | Jul 5, 2021 | AttributeDecision Making | CodeCode Available | 1 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | Oct 13, 2022 | Few-Shot Image ClassificationMeta-Learning | CodeCode Available | 1 |
| ARM3D: Attention-based relation module for indoor 3D object detection | Feb 20, 2022 | 3D Object DetectionGraph Embedding | CodeCode Available | 1 |
| FinRED: A Dataset for Relation Extraction in Financial Domain | Jun 6, 2023 | Financial Relation ExtractionRelation | CodeCode Available | 1 |
| BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous Datasets | Jun 19, 2023 | graph constructionMulti-Task Learning | CodeCode Available | 1 |
| BORM: Bayesian Object Relation Model for Indoor Scene Recognition | Aug 1, 2021 | ObjectRelation | CodeCode Available | 1 |
| An Improved Baseline for Sentence-level Relation Extraction | Feb 2, 2021 | RelationRelation Extraction | CodeCode Available | 1 |
| Generalized Relation Modeling for Transformer Tracking | Mar 29, 2023 | RelationVisual Object Tracking | CodeCode Available | 1 |
| Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation Recognition | Nov 25, 2022 | Contrastive LearningMulti-Task Learning | CodeCode Available | 1 |
| Global Structure Knowledge-Guided Relation Extraction Method for Visually-Rich Document | May 23, 2023 | RelationRelation Extraction | CodeCode Available | 1 |
| Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning | Nov 15, 2017 | NavigateReinforcement Learning | CodeCode Available | 1 |
| Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | Jul 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction | Sep 14, 2021 | Meta-LearningPseudo Label | CodeCode Available | 1 |
| Graph Based Network with Contextualized Representations of Turns in Dialogue | Sep 9, 2021 | Dialog Relation ExtractionEmotion Recognition | CodeCode Available | 1 |
| BiOnt: Deep Learning using Multiple Biomedical Ontologies for Relation Extraction | Jan 20, 2020 | Deep LearningRelation | CodeCode Available | 1 |
| Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation | Oct 8, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| Graph Relation Distillation for Efficient Biomedical Instance Segmentation | Jan 12, 2024 | Instance SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Graph Structured Network for Image-Text Matching | Apr 1, 2020 | AttributeCross-Modal Retrieval | CodeCode Available | 1 |
| A Frustratingly Easy Approach for Entity and Relation Extraction | Oct 24, 2020 | Joint Entity and Relation ExtractionMulti-Task Learning | CodeCode Available | 1 |
| Great Truths are Always Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | May 4, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Heterogeneous Forgetting Compensation for Class-Incremental Learning | Aug 7, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Heterogeneous Graph Representation Learning with Relation Awareness | May 24, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction | Feb 27, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Hierarchical Attention Models for Multi-Relational Graphs | Apr 14, 2024 | Graph AttentionLink Prediction | CodeCode Available | 1 |
| Bi-Level Attention Graph Neural Networks | Apr 23, 2023 | Graph AttentionRelation | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| HittER: Hierarchical Transformers for Knowledge Graph Embeddings | Aug 28, 2020 | Knowledge Graph EmbeddingsLink Prediction | CodeCode Available | 1 |
| HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction | May 4, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| A Novel Global Feature-Oriented Relational Triple Extraction Model based on Table Filling | Sep 14, 2021 | Relation | CodeCode Available | 1 |
| A General Framework for Information Extraction using Dynamic Span Graphs | Apr 5, 2019 | Joint Entity and Relation ExtractionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph Completion | Aug 12, 2023 | AttributeKnowledge Graph Completion | CodeCode Available | 1 |
| BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation | Sep 15, 2020 | Action LocalizationRelation | CodeCode Available | 1 |