| PARE: A Simple and Strong Baseline for Monolingual and Multilingual Distantly Supervised Relation Extraction | Oct 14, 2021 | RelationRelation Extraction | CodeCode Available | 1 | 5 |
| A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction | May 19, 2022 | Contrastive LearningRelation | CodeCode Available | 1 | 5 |
| A Relation-Oriented Clustering Method for Open Relation Extraction | Sep 15, 2021 | ClusteringRelation | CodeCode Available | 1 | 5 |
| Asking Effective and Diverse Questions: A Machine Reading Comprehension based Framework for Joint Entity-Relation Extraction | Jul 1, 2020 | DiversityMachine Reading Comprehension | CodeCode Available | 1 | 5 |
| Assessing Knowledge Editing in Language Models via Relation Perspective | Nov 15, 2023 | knowledge editingRelation | CodeCode Available | 1 | 5 |
| A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition | Jun 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction | Sep 3, 2022 | Contrastive LearningInductive Link Prediction | CodeCode Available | 1 | 5 |
| DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognition | May 6, 2023 | Relationtext-classification | CodeCode Available | 1 | 5 |
| Biasing Like Human: A Cognitive Bias Framework for Scene Graph Generation | Mar 17, 2022 | Graph GenerationPredicate Classification | CodeCode Available | 1 | 5 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| AttendAffectNet: Self-Attention based Networks for Predicting Affective Responses from Movies | Oct 21, 2020 | PredictionRelation | CodeCode Available | 1 | 5 |
| A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction | Jan 25, 2021 | Joint Entity and Relation ExtractionReading Comprehension | CodeCode Available | 1 | 5 |
| DocRED-FE: A Document-Level Fine-Grained Entity And Relation Extraction Dataset | Mar 20, 2023 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Document-level Relation Extraction as Semantic Segmentation | Jun 7, 2021 | Document-level Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Document-Level Relation Extraction with Reconstruction | Dec 21, 2020 | Document-level Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Document-Level Relation Extraction with Sentences Importance Estimation and Focusing | Apr 27, 2022 | Dialog Relation ExtractionDocument-level Relation Extraction | CodeCode Available | 1 | 5 |
| Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization | Jun 14, 2020 | Action DetectionAction Localization | CodeCode Available | 1 | 5 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 | 5 |
| AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts | Oct 29, 2020 | Natural Language InferenceRelation | CodeCode Available | 1 | 5 |
| Automatic Relation-aware Graph Network Proliferation | May 31, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| Balanced and Hierarchical Relation Learning for One-Shot Object Detection | Jan 1, 2022 | Metric Learningobject-detection | CodeCode Available | 1 | 5 |
| DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction | Feb 17, 2023 | Document-level Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 | 5 |
| Better Few-Shot Relation Extraction with Label Prompt Dropout | Oct 25, 2022 | Few-Shot LearningRelation | CodeCode Available | 1 | 5 |
| Bi-Level Attention Graph Neural Networks | Apr 23, 2023 | Graph AttentionRelation | CodeCode Available | 1 | 5 |
| BORM: Bayesian Object Relation Model for Indoor Scene Recognition | Aug 1, 2021 | ObjectRelation | CodeCode Available | 1 | 5 |
| BiOnt: Deep Learning using Multiple Biomedical Ontologies for Relation Extraction | Jan 20, 2020 | Deep LearningRelation | CodeCode Available | 1 | 5 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 | 5 |
| A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation Extraction | May 26, 2020 | Knowledge Graph CompletionMultiple Instance Learning | CodeCode Available | 1 | 5 |
| BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous Datasets | Jun 19, 2023 | graph constructionMulti-Task Learning | CodeCode Available | 1 | 5 |
| A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach | Nov 18, 2022 | graph constructionHyper-Relational Extraction | CodeCode Available | 1 | 5 |
| EDT: An Efficient Diffusion Transformer Framework Inspired by Human-like Sketching | Oct 31, 2024 | Image GenerationRelation | CodeCode Available | 1 | 5 |
| On Robustness and Bias Analysis of BERT-based Relation Extraction | Sep 14, 2020 | counterfactualRelation | CodeCode Available | 1 | 5 |
| BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation | Sep 15, 2020 | Action LocalizationRelation | CodeCode Available | 1 | 5 |
| Channelized Axial Attention for Semantic Segmentation -- Considering Channel Relation within Spatial Attention for Semantic Segmentation | Jan 19, 2021 | RelationSegmentation | CodeCode Available | 1 | 5 |
| CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval | May 29, 2024 | Cross-Modal RetrievalImage Retrieval | CodeCode Available | 1 | 5 |
| A Relation-Specific Attention Network for Joint Entity and Relation Extraction | Jul 1, 2020 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| Can Multimodal Large Language Models Understand Spatial Relations? | May 25, 2025 | Relation | CodeCode Available | 1 | 5 |
| Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 | 5 |
| Anaphor Assisted Document-Level Relation Extraction | Oct 28, 2023 | Document-level Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| 3DRM:Pair-wise relation module for 3D object detection | Feb 20, 2022 | 3D Object DetectionObject | CodeCode Available | 1 | 5 |
| Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference | Dec 16, 2020 | Feature EngineeringMedical Question Answering | CodeCode Available | 1 | 5 |
| Enhancing Biomedical Relation Extraction with Directionality | Jan 23, 2025 | BenchmarkingDocument-level Relation Extraction | CodeCode Available | 1 | 5 |
| Deep Structured Instance Graph for Distilling Object Detectors | Sep 27, 2021 | Instance SegmentationKnowledge Distillation | CodeCode Available | 1 | 5 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Enhancing SAEAs with Unevaluated Solutions: A Case Study of Relation Model for Expensive Optimization | Sep 21, 2023 | Evolutionary AlgorithmsRelation | CodeCode Available | 1 | 5 |
| CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction | Jun 21, 2021 | RelationRelation Extraction | CodeCode Available | 1 | 5 |
| EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction | Apr 18, 2024 | Joint Entity and Relation ExtractionKnowledge Graphs | CodeCode Available | 1 | 5 |
| An Effective System for Multi-format Information Extraction | Aug 16, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 | 5 |
| Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks | Aug 1, 2021 | RelationRelation Classification | CodeCode Available | 1 | 5 |
