| An Improved Baseline for Sentence-level Relation Extraction | Feb 2, 2021 | RelationRelation Extraction | CodeCode Available | 1 | 5 |
| Extracting Event Temporal Relations via Hyperbolic Geometry | Sep 12, 2021 | Natural Language UnderstandingRelation | 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 |
| Exposing Shallow Heuristics of Relation Extraction Models with Challenge Data | Oct 7, 2020 | AttributeQuestion Answering | CodeCode Available | 1 | 5 |
| Relation-Guided Few-Shot Relational Triple Extraction | Jul 7, 2022 | RelationRTE | CodeCode Available | 1 | 5 |
| Relation Networks for Object Detection | Nov 30, 2017 | Objectobject-detection | 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 |
| Bi-Level Attention Graph Neural Networks | Apr 23, 2023 | Graph AttentionRelation | CodeCode Available | 1 | 5 |
| Can Multimodal Large Language Models Understand Spatial Relations? | May 25, 2025 | Relation | CodeCode Available | 1 | 5 |
| FarSeg++: Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery | Jul 13, 2023 | Earth ObservationRelation | CodeCode Available | 1 | 5 |
| FastRE: Towards Fast Relation Extraction with Convolutional Encoder and Improved Cascade Binary Tagging Framework | May 5, 2022 | Language ModellingRelation | CodeCode Available | 1 | 5 |
| Federated Incremental Semantic Segmentation | Apr 10, 2023 | Federated LearningRelation | CodeCode Available | 1 | 5 |
| Few-Shot Document-Level Relation Extraction | May 4, 2022 | Document-level Relation ExtractionDomain Adaptation | CodeCode Available | 1 | 5 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | Oct 13, 2022 | Few-Shot Image ClassificationMeta-Learning | CodeCode Available | 1 | 5 |
| Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector | Aug 6, 2019 | Few-Shot Object DetectionObject | CodeCode Available | 1 | 5 |
| On Robustness and Bias Analysis of BERT-based Relation Extraction | Sep 14, 2020 | counterfactualRelation | CodeCode Available | 1 | 5 |
| Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? | Dec 21, 2022 | Multi-class ClassificationNatural Language Inference | CodeCode Available | 1 | 5 |
| Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning | Jan 12, 2020 | Few-Shot LearningRelation | CodeCode Available | 1 | 5 |
| Graph Structured Network for Image-Text Matching | Apr 1, 2020 | AttributeCross-Modal Retrieval | CodeCode Available | 1 | 5 |
| Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification | Jul 7, 2021 | Classificationimage-classification | 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 |
| Revisiting Unsupervised Relation Extraction | Apr 30, 2020 | Inductive BiasRelation | 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 Frustratingly Easy Approach for Entity and Relation Extraction | Oct 24, 2020 | Joint Entity and Relation ExtractionMulti-Task Learning | CodeCode Available | 1 | 5 |
| RFBFN: A Relation-First Blank Filling Network for Joint Relational Triple Extraction | May 1, 2022 | Relation | CodeCode Available | 1 | 5 |
| RiTTA: Modeling Event Relations in Text-to-Audio Generation | Dec 20, 2024 | Audio GenerationRelation | CodeCode Available | 1 | 5 |
| RKT : Relation-Aware Self-Attention for Knowledge Tracing | Aug 28, 2020 | Knowledge TracingRelation | CodeCode Available | 1 | 5 |
| Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | May 7, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER | Feb 5, 2021 | Multi-modal Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction | Oct 6, 2020 | Event ExtractionGraph Attention | 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 |
| General Instance Distillation for Object Detection | Mar 3, 2021 | Knowledge DistillationModel Compression | CodeCode Available | 1 | 5 |
| Generalized Relation Modeling for Transformer Tracking | Mar 29, 2023 | RelationVisual Object Tracking | CodeCode Available | 1 | 5 |
| Bootstrapping Relation Extractors using Syntactic Search by Examples | Feb 9, 2021 | Data AugmentationRelation | CodeCode Available | 1 | 5 |
| Saliency-Regularized Deep Multi-Task Learning | Jul 3, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| BORM: Bayesian Object Relation Model for Indoor Scene Recognition | Aug 1, 2021 | ObjectRelation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image Interpretation | Oct 1, 2019 | ObjectRelation | CodeCode Available | 1 | 5 |
| Global and Local Hierarchy-aware Contrastive Framework for Implicit Discourse Relation Recognition | Nov 25, 2022 | Contrastive LearningMulti-Task Learning | CodeCode Available | 1 | 5 |
| Global Structure Knowledge-Guided Relation Extraction Method for Visually-Rich Document | May 23, 2023 | RelationRelation Extraction | CodeCode Available | 1 | 5 |
| 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 | 5 |
| BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation | Sep 15, 2020 | Action LocalizationRelation | CodeCode Available | 1 | 5 |
| Global-to-Local Neural Networks for Document-Level Relation Extraction | Sep 22, 2020 | Document-level Relation ExtractionRelation | CodeCode Available | 1 | 5 |
| A Novel Global Feature-Oriented Relational Triple Extraction Model based on Table Filling | Sep 14, 2021 | Relation | CodeCode Available | 1 | 5 |
| GPT-RE: In-context Learning for Relation Extraction using Large Language Models | May 3, 2023 | In-Context LearningRelation | CodeCode Available | 1 | 5 |
| A General Framework for Information Extraction using Dynamic Span Graphs | Apr 5, 2019 | Joint Entity and Relation ExtractionNamed Entity Recognition (NER) | 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 |
| Graph Based Network with Contextualized Representations of Turns in Dialogue | Sep 9, 2021 | Dialog Relation ExtractionEmotion Recognition | CodeCode Available | 1 | 5 |
| CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval | May 29, 2024 | Cross-Modal RetrievalImage Retrieval | CodeCode Available | 1 | 5 |
