| 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 |
| Semi-supervised Relation Extraction via Incremental Meta Self-Training | Oct 6, 2020 | Meta-LearningPseudo Label | 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 |
| Relation Transformer Network | Apr 13, 2020 | DecoderGraph Generation | CodeCode Available | 1 | 5 |
| Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge Bases | Oct 1, 2022 | Entity DisambiguationForm | CodeCode Available | 1 | 5 |
| Matching the Blanks: Distributional Similarity for Relation Learning | Jun 7, 2019 | Few-Shot Relation ClassificationRelation | CodeCode Available | 1 | 5 |
| LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention | Oct 2, 2020 | Common Sense ReasoningEntity Typing | CodeCode Available | 1 | 5 |
| CrossRE: A Cross-Domain Dataset for Relation Extraction | Oct 17, 2022 | RelationRelation Classification | CodeCode Available | 1 | 5 |
| Mining Discourse Markers for Unsupervised Sentence Representation Learning | Mar 28, 2019 | Relation ClassificationRepresentation Learning | CodeCode Available | 0 | 5 |
| Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification | Jun 16, 2019 | Few-Shot Relation ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Advancing NLP with Cognitive Language Processing Signals | Apr 4, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Meta-Information Guided Meta-Learning for Few-Shot Relation Classification | Dec 1, 2020 | ClassificationFew-Shot Relation Classification | CodeCode Available | 0 | 5 |
| Annotations for Exploring Food Tweets From Multiple Aspects | Dec 9, 2024 | Machine Translationnamed-entity-recognition | CodeCode Available | 0 | 5 |
| E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT | Nov 9, 2019 | Entity EmbeddingsEntity Linking | CodeCode Available | 0 | 5 |
| LLM with Relation Classifier for Document-Level Relation Extraction | Aug 25, 2024 | 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 |
| Multiple Relations Classification using Imbalanced Predictions Adaptation | Sep 24, 2023 | Classificationgraph construction | CodeCode Available | 0 | 5 |
| Large-scale Exploration of Neural Relation Classification Architectures | Oct 1, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Label distributions help implicit discourse relation classification | Oct 1, 2022 | ClassificationImplicit Discourse Relation Classification | CodeCode Available | 0 | 5 |
| "Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement Space | Jan 26, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Knowledge Enhanced Contextual Word Representations | Sep 9, 2019 | Entity LinkingEntity Typing | CodeCode Available | 0 | 5 |
| Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering | Sep 24, 2024 | Entity LinkingGraph Question Answering | CodeCode Available | 0 | 5 |
| ``Laughing at you or with you'': The Role of Sarcasm in Shaping the Disagreement Space | Apr 1, 2021 | ClassificationRelation | CodeCode Available | 0 | 5 |
| KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation | Nov 13, 2019 | Entity EmbeddingsEntity Typing | CodeCode Available | 0 | 5 |
| KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained Relationships | Nov 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 0 | 5 |
| Attention-Based Convolutional Neural Network for Semantic Relation Extraction | Dec 1, 2016 | Feature EngineeringGeneral Classification | CodeCode Available | 0 | 5 |
| Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification | Aug 1, 2016 | General ClassificationQuestion Answering | CodeCode Available | 0 | 5 |
| Comparative Analysis of AI Agent Architectures for Entity Relationship Classification | Jun 3, 2025 | AI AgentRelation | CodeCode Available | 0 | 5 |
| RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational Searching | Oct 27, 2020 | Denoisingreinforcement-learning | CodeCode Available | 0 | 5 |
| Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity | Sep 5, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Learning Semantically and Additively Compositional Distributional Representations | Jun 8, 2016 | General ClassificationRelation Classification | CodeCode Available | 0 | 5 |
| Graph Convolution over Pruned Dependency Trees Improves Relation Extraction | Sep 26, 2018 | NegationRelation | 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 |
| GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation Classification | Apr 15, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Collocation Classification with Unsupervised Relation Vectors | Jul 1, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue Systems | Jul 1, 2021 | Relation Classification | CodeCode Available | 0 | 5 |
| CollFrEn: Rich Bilingual English–French Collocation Resource | Dec 1, 2020 | Machine TranslationRelation Classification | CodeCode Available | 0 | 5 |
| CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic Relations | Oct 27, 2016 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| A Latent Variable Recurrent Neural Network for Discourse Relation Language Models | Mar 7, 2016 | ClassificationDialog Act Classification | CodeCode Available | 0 | 5 |
| Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning | Nov 1, 2018 | Argument MiningCommon Sense Reasoning | CodeCode Available | 0 | 5 |
| How about Time? Probing a Multilingual Language Model for Temporal Relations | Oct 1, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation | Oct 24, 2018 | ClassificationFew-Shot Learning | CodeCode Available | 0 | 5 |
| CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification | Dec 12, 2020 | Hypernym DiscoveryLanguage Modeling | CodeCode Available | 0 | 5 |
| CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation Prediction | Dec 14, 2021 | Hypernym DiscoveryRelation | CodeCode Available | 0 | 5 |
| Extracting Temporal Event Relation with Syntax-guided Graph Transformer | Apr 19, 2021 | Dependency ParsingNatural Language Understanding | CodeCode Available | 0 | 5 |
| False Positive and Cross-relation Signals in Distant Supervision Data | Nov 14, 2017 | General ClassificationRelation | CodeCode Available | 0 | 5 |
| Explaining Relation Classification Models with Semantic Extents | Aug 4, 2023 | ClassificationRelation | CodeCode Available | 0 | 5 |
| Composing Distributed Representations of Relational Patterns | Jul 23, 2017 | General ClassificationRelation | CodeCode Available | 0 | 5 |
| Experiments with Three Approaches to Recognizing Lexical Entailment | Jan 31, 2014 | General ClassificationLexical Entailment | CodeCode Available | 0 | 5 |
| Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context Information | Mar 8, 2024 | RelationRelation Classification | CodeCode Available | 0 | 5 |
