| MonkeyOCR: Document Parsing with a Structure-Recognition-Relation Triplet Paradigm | Jun 5, 2025 | GPURelation | CodeCode Available | 9 |
| Rethinking the Sample Relations for Few-Shot Classification | Jan 23, 2025 | ClassificationContrastive Learning | CodeCode Available | 7 |
| The All-Seeing Project V2: Towards General Relation Comprehension of the Open World | Feb 29, 2024 | AllHallucination | CodeCode Available | 4 |
| iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models | Sep 5, 2024 | Few-Shot LearningInformation Retrieval | CodeCode Available | 4 |
| ERNIE-Gram: Pre-Training with Explicitly N-Gram Masked Language Modeling for Natural Language Understanding | Oct 23, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning | May 13, 2022 | Knowledge GraphsRelation | CodeCode Available | 3 |
| Grad: Guided Relation Diffusion Generation for Graph Augmentation in Graph Fraud Detection | Apr 22, 2025 | Contrastive LearningFraud Detection | CodeCode Available | 3 |
| Description Boosting for Zero-Shot Entity and Relation Classification | Jun 4, 2024 | RelationRelation Classification | CodeCode Available | 3 |
| DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models | Feb 8, 2022 | DiagnosticImage Captioning | CodeCode Available | 3 |
| Relation DETR: Exploring Explicit Position Relation Prior for Object Detection | Jul 16, 2024 | 2D Object Detectionobject-detection | CodeCode Available | 3 |
| GLiREL -- Generalist Model for Zero-Shot Relation Extraction | Jan 6, 2025 | modelnamed-entity-recognition | CodeCode Available | 3 |
| ReVersion: Diffusion-Based Relation Inversion from Images | Mar 23, 2023 | Contrastive LearningFew-Shot Learning | CodeCode Available | 2 |
| Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem | Oct 21, 2022 | Contrastive LearningMath | CodeCode Available | 2 |
| OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction | Sep 28, 2019 | Information RetrievalQuestion Answering | CodeCode Available | 2 |
| UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure Analysis | Mar 20, 2025 | Document Layout AnalysisDocument Summarization | CodeCode Available | 2 |
| Retrieval-Augmented Generation-based Relation Extraction | Apr 20, 2024 | RelationRelation Extraction | CodeCode Available | 2 |
| Towards Foundation Models for Knowledge Graph Reasoning | Oct 6, 2023 | Knowledge GraphsLink Prediction | CodeCode Available | 2 |
| Zshot: An Open-source Framework for Zero-Shot Named Entity Recognition and Relation Extraction | Jul 25, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 |
| Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models | Mar 4, 2024 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 2 |
| OCNet: Object Context Network for Scene Parsing | Sep 4, 2018 | ObjectRelation | CodeCode Available | 2 |
| Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction | May 20, 2021 | RelationRelation Extraction | CodeCode Available | 2 |
| RED^ FM: a Filtered and Multilingual Relation Extraction Dataset | Jun 16, 2023 | RelationRelation Extraction | CodeCode Available | 2 |
| Imagine Before Go: Self-Supervised Generative Map for Object Goal Navigation | Jan 1, 2024 | General KnowledgeNavigate | CodeCode Available | 2 |
| SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding | Jun 14, 2024 | Graph GenerationRelation | CodeCode Available | 2 |
| Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study | Oct 19, 2022 | Data AugmentationRelation | CodeCode Available | 2 |
| Towards Relation-centered Pooling and Convolution for Heterogeneous Graph Learning Networks | Oct 31, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 2 |
| Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework | Mar 22, 2022 | Object TrackingRelation | CodeCode Available | 2 |
| RelTR: Relation Transformer for Scene Graph Generation | Jan 27, 2022 | DecoderGraph Generation | CodeCode Available | 2 |
| REACT: Real-time Efficiency and Accuracy Compromise for Tradeoffs in Scene Graph Generation | May 25, 2024 | Graph GenerationObject | CodeCode Available | 2 |
| AutoRE: Document-Level Relation Extraction with Large Language Models | Mar 21, 2024 | Document-level Relation ExtractionRelation | CodeCode Available | 2 |
| HiGPT: Heterogeneous Graph Language Model | Feb 25, 2024 | Graph LearningLanguage Modeling | CodeCode Available | 2 |
| From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language Models | Apr 1, 2024 | Graph GenerationImage to text | CodeCode Available | 2 |
| How to Encode Domain Information in Relation Classification | Apr 21, 2024 | ClassificationRelation | CodeCode Available | 2 |
| EGTR: Extracting Graph from Transformer for Scene Graph Generation | Apr 2, 2024 | Graph GenerationMulti-Task Learning | CodeCode Available | 2 |
| Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval | Mar 22, 2023 | Image-text matchingLanguage Modeling | CodeCode Available | 2 |
| 1st Place Solution for PSG competition with ECCV'22 SenseHuman Workshop | Feb 6, 2023 | Multi-class ClassificationPanoptic Segmentation | CodeCode Available | 2 |
| AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation Extraction | Sep 3, 2024 | RelationRelation Extraction | CodeCode Available | 2 |
| 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 |
| FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model | May 28, 2024 | RelationTopic Models | CodeCode Available | 2 |
| IDRNet: Intervention-Driven Relation Network for Semantic Segmentation | Oct 16, 2023 | RelationRelation Network | CodeCode Available | 2 |
| An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction | Jan 2, 2024 | DecoderJoint Entity and Relation Extraction | CodeCode Available | 2 |
| Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition | May 2, 2022 | Facial Action Unit DetectionRelation | CodeCode Available | 2 |
| AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts | Oct 29, 2020 | Natural Language InferenceRelation | CodeCode Available | 1 |
| Balanced and Hierarchical Relation Learning for One-Shot Object Detection | Jan 1, 2022 | Metric Learningobject-detection | CodeCode Available | 1 |
| AttendAffectNet: Self-Attention based Networks for Predicting Affective Responses from Movies | Oct 21, 2020 | PredictionRelation | 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 |
| Automatic Relation-aware Graph Network Proliferation | May 31, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition | Jun 28, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
