| GRN: Gated Relation Network to Enhance Convolutional Neural Network for Named Entity Recognition | Jul 12, 2019 | Computational EfficiencyGPU | CodeCode Available | 0 | 5 |
| ASPER: Answer Set Programming Enhanced Neural Network Models for Joint Entity-Relation Extraction | May 24, 2023 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| Top-Down Framework for Weakly-supervised Grounded Image Captioning | Jun 13, 2023 | Image CaptioningMulti-Label Classification | CodeCode Available | 0 | 5 |
| Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction | Feb 17, 2024 | Few-Shot LearningLanguage Modelling | CodeCode Available | 0 | 5 |
| Document-level Relation Extraction with Cross-sentence Reasoning Graph | Mar 7, 2023 | Document-level Relation ExtractionRelation | CodeCode Available | 0 | 5 |
| Annotation-Inspired Implicit Discourse Relation Classification with Auxiliary Discourse Connective Generation | Jun 10, 2023 | Implicit Discourse Relation ClassificationRelation | CodeCode Available | 0 | 5 |
| GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction | Jul 1, 2019 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 0 | 5 |
| Does constituency analysis enhance domain-specific pre-trained BERT models for relation extraction? | Nov 25, 2021 | DrugProtRelation | CodeCode Available | 0 | 5 |
| Aspect-Based Relational Sentiment Analysis Using a Stacked Neural Network Architecture | Sep 19, 2017 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| A Sound and Complete Left-Corner Parsing for Minimalist Grammars | Jul 1, 2018 | Relation | CodeCode Available | 0 | 5 |
| Graph Neural Networks with Generated Parameters for Relation Extraction | Feb 2, 2019 | RelationRelational Reasoning | CodeCode Available | 0 | 5 |
| Relation Discovery with Out-of-Relation Knowledge Base as Supervision | Apr 19, 2019 | Relation | CodeCode Available | 0 | 5 |
| Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning | Nov 8, 2022 | Contrastive LearningKnowledge Graphs | CodeCode Available | 0 | 5 |
| Domain Adaptation with Representation Learning and Nonlinear Relation for Time Series | Feb 15, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 0 | 5 |
| Boosting Logical Fallacy Reasoning in LLMs via Logical Structure Tree | Oct 15, 2024 | Logical FallaciesRelation | CodeCode Available | 0 | 5 |
| Relation Classification via Recurrent Neural Network | Aug 5, 2015 | ClassificationFeature Engineering | CodeCode Available | 0 | 5 |
| Graphical Reasoning: LLM-based Semi-Open Relation Extraction | Apr 30, 2024 | In-Context LearningRelation | CodeCode Available | 0 | 5 |
| Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning | May 4, 2022 | Few-Shot LearningMemorization | CodeCode Available | 0 | 5 |
| GraphNLI: A Graph-based Natural Language Inference Model for Polarity Prediction in Online Debates | Feb 16, 2022 | MisinformationNatural Language Inference | CodeCode Available | 0 | 5 |
| Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approach | Nov 10, 2023 | DiversityDrug Discovery | CodeCode Available | 0 | 5 |
| How Good are LLMs at Relation Extraction under Low-Resource Scenario? Comprehensive Evaluation | Jun 17, 2024 | Machine TranslationRelation | CodeCode Available | 0 | 5 |
| A Linear Constrained Optimization Benchmark For Probabilistic Search Algorithms: The Rotated Klee-Minty Problem | Jul 26, 2018 | BenchmarkingEvolutionary Algorithms | CodeCode Available | 0 | 5 |
| Composing Distributed Representations of Relational Patterns | Jul 23, 2017 | General ClassificationRelation | CodeCode Available | 0 | 5 |
| Adapting PromptORE for Modern History: Information Extraction from Hispanic Monarchy Documents of the XVIth Century | May 24, 2024 | Prompt EngineeringRelation | CodeCode Available | 0 | 5 |
| Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision | Sep 3, 2021 | Continual LearningContrastive Learning | CodeCode Available | 0 | 5 |
| A Simulation Preorder for Koopman-like Lifted Control Systems | Jan 26, 2024 | Relation | CodeCode Available | 0 | 5 |
| Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment Decoding | Jan 23, 2024 | Entity AlignmentEntity Embeddings | CodeCode Available | 0 | 5 |
| Graph Convolutional Reinforcement Learning | Oct 22, 2018 | Decision Makingreinforcement-learning | CodeCode Available | 0 | 5 |
| GPT-FinRE: In-context Learning for Financial Relation Extraction using Large Language Models | Jun 30, 2023 | ArticlesFinancial Relation Extraction | CodeCode Available | 0 | 5 |
| Global inference with explicit syntactic and discourse structures for dialogue-level relation extraction | Jul 30, 2022 | Dialog Relation ExtractionRelation | CodeCode Available | 0 | 5 |
| Global Context-enhanced Graph Convolutional Networks for Document-level Relation Extraction | Dec 1, 2020 | Document-level Relation ExtractionRelation | CodeCode Available | 0 | 5 |
| Global Relation Embedding for Relation Extraction | Apr 19, 2017 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| Alignment-Augmented Consistent Translation for Multilingual Open Information Extraction | May 1, 2022 | Open Information ExtractionRelation | CodeCode Available | 0 | 5 |
| Relation-Rich Visual Document Generator for Visual Information Extraction | Apr 14, 2025 | Diversitydocument understanding | CodeCode Available | 0 | 5 |
| Graph Convolution over Pruned Dependency Trees Improves Relation Extraction | Sep 26, 2018 | NegationRelation | CodeCode Available | 0 | 5 |
| Comparative Analysis of AI Agent Architectures for Entity Relationship Classification | Jun 3, 2025 | AI AgentRelation | CodeCode Available | 0 | 5 |
| Generating Discourse Connectives with Pre-trained Language Models: Conditioning on Discourse Relations Helps Reconstruct the PDTB | Sep 1, 2022 | RelationText Generation | CodeCode Available | 0 | 5 |
| Generalizing Natural Language Analysis through Span-relation Representations | Nov 10, 2019 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 | 5 |
| GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and Domains | Nov 1, 2024 | Discourse ParsingRelation | CodeCode Available | 0 | 5 |
| RAPS: A Novel Few-Shot Relation Extraction Pipeline with Query-Information Guided Attention and Adaptive Prototype Fusion | Oct 15, 2022 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph Completion | Jun 29, 2022 | Inductive BiasKnowledge Graph Completion | CodeCode Available | 0 | 5 |
| COMBO: A Complete Benchmark for Open KG Canonicalization | Feb 8, 2023 | Open Knowledge Graph CanonicalizationRelation | CodeCode Available | 0 | 5 |
| DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation | Mar 21, 2024 | Graph GenerationGraph Matching | CodeCode Available | 0 | 5 |
| Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical Entailment | Jul 1, 2019 | Lexical EntailmentRelation | CodeCode Available | 0 | 5 |
| GenRES: Rethinking Evaluation for Generative Relation Extraction in the Era of Large Language Models | Feb 16, 2024 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| Fusion Makes Perfection: An Efficient Multi-Grained Matching Approach for Zero-Shot Relation Extraction | Jun 17, 2024 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| Representation Learning with Ordered Relation Paths for Knowledge Graph Completion | Sep 26, 2019 | Knowledge Graph CompletionKnowledge Graphs | CodeCode Available | 0 | 5 |
| Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction | Oct 21, 2022 | RelationRelation Extraction | CodeCode Available | 0 | 5 |
| Combining Word Embeddings and Feature Embeddings for Fine-grained Relation Extraction | May 1, 2015 | Machine TranslationNER | CodeCode Available | 0 | 5 |
| Aligned and oblique dynamics in recurrent neural networks | Jul 14, 2023 | Relation | CodeCode Available | 0 | 5 |