| CLIP-KD: An Empirical Study of CLIP Model Distillation | Jul 24, 2023 | Contrastive LearningCross-Modal Retrieval | CodeCode Available | 1 |
| GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction | Aug 26, 2022 | Dialog Relation ExtractionEmotion Recognition in Conversation | CodeCode Available | 1 |
| Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | Jul 1, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection | Mar 26, 2024 | RelationRelationship Detection | 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 |
| A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation Extraction | May 26, 2020 | Knowledge Graph CompletionMultiple Instance Learning | CodeCode Available | 1 |
| CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction | Jun 21, 2021 | RelationRelation Extraction | CodeCode Available | 1 |
| A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction | Jan 25, 2021 | Joint Entity and Relation ExtractionReading Comprehension | CodeCode Available | 1 |
| HittER: Hierarchical Transformers for Knowledge Graph Embeddings | Aug 28, 2020 | Knowledge Graph EmbeddingsLink Prediction | CodeCode Available | 1 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach | Nov 18, 2022 | graph constructionHyper-Relational Extraction | CodeCode Available | 1 |
| HRGCN: Heterogeneous Graph-level Anomaly Detection with Hierarchical Relation-augmented Graph Neural Networks | Aug 28, 2023 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Hybrid Relation Guided Set Matching for Few-shot Action Recognition | Apr 28, 2022 | Action RecognitionFew Shot Action Recognition | CodeCode Available | 1 |
| Class-relation Knowledge Distillation for Novel Class Discovery | Jul 18, 2023 | Knowledge DistillationNovel Class Discovery | CodeCode Available | 1 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| Improving Biomedical Pretrained Language Models with Knowledge | Apr 21, 2021 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
| Improving Continual Relation Extraction by Distinguishing Analogous Semantics | May 11, 2023 | Continual Relation ExtractionKnowledge Distillation | CodeCode Available | 1 |
| Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text Generation | Aug 1, 2021 | Data-to-Text GenerationRelation | CodeCode Available | 1 |
| Improving Knowledge Graph Entity Alignment with Graph Augmentation | Apr 28, 2023 | Entity AlignmentKnowledge Graphs | CodeCode Available | 1 |
| Improving Neural Relation Extraction with Implicit Mutual Relations | Jul 8, 2019 | RelationRelation Extraction | CodeCode Available | 1 |
| Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models | Oct 17, 2023 | Document-level Relation ExtractionFew-Shot Learning | CodeCode Available | 1 |
| A Dataset for N-ary Relation Extraction of Drug Combinations | May 4, 2022 | Drug–drug Interaction ExtractionRelation | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| InGram: Inductive Knowledge Graph Embedding via Relation Graphs | May 31, 2023 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 |
| In Layman's Terms: Semi-Open Relation Extraction from Scientific Texts | May 15, 2020 | RelationRelation Extraction | CodeCode Available | 1 |
| Better Few-Shot Relation Extraction with Label Prompt Dropout | Oct 25, 2022 | Few-Shot LearningRelation | CodeCode Available | 1 |
| Iterative Context-Aware Graph Inference for Visual Dialog | Apr 5, 2020 | Graph AttentionGraph Embedding | CodeCode Available | 1 |
| Anaphor Assisted Document-Level Relation Extraction | Oct 28, 2023 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| CODER: Knowledge infused cross-lingual medical term embedding for term normalization | Nov 5, 2020 | Contrastive LearningKnowledge Graphs | CodeCode Available | 1 |
| Compositional Prompt Tuning with Motion Cues for Open-vocabulary Video Relation Detection | Feb 1, 2023 | ObjectRelation | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| Joint Multilingual Knowledge Graph Completion and Alignment | Oct 17, 2022 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 1 |
| Joint Multi-modal Aspect-Sentiment Analysis with Auxiliary Cross-modal Relation Detection | Nov 1, 2021 | RelationSentiment Analysis | CodeCode Available | 1 |
| KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation | Sep 26, 2023 | DiversityKnowledge Graph Completion | CodeCode Available | 1 |
| Keypoint-Guided Optimal Transport | Mar 23, 2023 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 |
| 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 |
| KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction | Nov 4, 2022 | Fraud DetectionKnowledge Graph Completion | CodeCode Available | 1 |
| Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? | Dec 21, 2022 | Multi-class ClassificationNatural Language Inference | CodeCode Available | 1 |
| Knowledge Graph Completion with Relation-Aware Anchor Enhancement | Apr 8, 2025 | Knowledge Graph CompletionLink Prediction | CodeCode Available | 1 |
| Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification | Jan 10, 2022 | Fine-Grained Image ClassificationRelation | CodeCode Available | 1 |
| Language Conditioned Spatial Relation Reasoning for 3D Object Grounding | Nov 17, 2022 | ObjectRelation | CodeCode Available | 1 |
| Learning across scales - A multiscale method for Convolution Neural Networks | Mar 6, 2017 | Relation | CodeCode Available | 1 |
| Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification | Jul 2, 2022 | Fine-Grained Image Classificationimage-classification | CodeCode Available | 1 |
| Learning Informative Representations of Biomedical Relations with Latent Variable Models | Nov 20, 2020 | RelationRelation Extraction | CodeCode Available | 1 |
| Learning Inner-Group Relations on Point Clouds | Aug 27, 2021 | 3D Classification3D Point Cloud Classification | CodeCode Available | 1 |
| An Effective System for Multi-format Information Extraction | Aug 16, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 |
| Capturing Relations between Scientific Papers: An Abstractive Model for Related Work Section Generation | Aug 1, 2021 | Relation | CodeCode Available | 1 |