| Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification | Jun 16, 2019 | Few-Shot Relation ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation | Oct 18, 2023 | Domain AdaptationFew-Shot Relation Classification | CodeCode Available | 0 | 5 |
| Learning Semantically and Additively Compositional Distributional Representations | Jun 8, 2016 | General ClassificationRelation Classification | 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 |
| LLM with Relation Classifier for Document-Level Relation Extraction | Aug 25, 2024 | Document-level Relation ExtractionRelation | CodeCode Available | 0 | 5 |
| OPI at SemEval-2022 Task 10: Transformer-based Sequence Tagging with Relation Classification for Structured Sentiment Analysis | Jul 1, 2022 | Relation ClassificationSentiment Analysis | 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 |
| KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation | Nov 13, 2019 | Entity EmbeddingsEntity Typing | CodeCode Available | 0 | 5 |
| Classifying Relations by Ranking with Convolutional Neural Networks | Apr 24, 2015 | ClassificationGeneral Classification | 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 |
| Label distributions help implicit discourse relation classification | Oct 1, 2022 | ClassificationImplicit Discourse Relation Classification | CodeCode Available | 0 | 5 |
| Span-based Joint Entity and Relation Extraction with Transformer Pre-training | Sep 17, 2019 | Joint Entity and Relation ExtractionNamed Entity Recognition (NER) | CodeCode Available | 0 | 5 |
| DeepREF: A Framework for Optimized Deep Learning-based Relation Classification | Jun 1, 2022 | Deep LearningQuestion Answering | 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 |
| Improved Relation Extraction with Feature-Rich Compositional Embedding Models | May 10, 2015 | RelationRelation Classification | CodeCode Available | 0 | 5 |
| Dependency-aware Prototype Learning for Few-shot Relation Classification | Oct 1, 2022 | 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 |
| Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity | Sep 5, 2019 | Language ModelingLanguage Modelling | 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 |
| Graph Convolution over Pruned Dependency Trees Improves Relation Extraction | Sep 26, 2018 | NegationRelation | CodeCode Available | 0 | 5 |
| Adversarial Feature Adaptation for Cross-lingual Relation Classification | Aug 1, 2018 | ClassificationDomain Adaptation | 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 |
| Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social Media | May 4, 2021 | RelationRelation Classification | CodeCode Available | 0 | 5 |
| Large-scale Exploration of Neural Relation Classification Architectures | Oct 1, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Towards a More Generalized Approach in Open Relation Extraction | May 28, 2025 | ClusteringRelation | CodeCode Available | 0 | 5 |
| Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning | Mar 25, 2024 | ClassificationContrastive Learning | 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 |
| GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and Domains | Nov 1, 2024 | Discourse ParsingRelation | CodeCode Available | 0 | 5 |
| Do Models Learn the Directionality of Relations? A New Evaluation: Relation Direction Recognition | May 19, 2021 | RelationRelation Classification | 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 |
| False Positive and Cross-relation Signals in Distant Supervision Data | Nov 14, 2017 | General ClassificationRelation | CodeCode Available | 0 | 5 |
| CATENA: CAusal and TEmporal relation extraction from NAtural language texts | Dec 1, 2016 | General ClassificationQuestion Answering | CodeCode Available | 0 | 5 |
| Explaining Relation Classification Models with Semantic Extents | Aug 4, 2023 | ClassificationRelation | CodeCode Available | 0 | 5 |
| Distilling Relation Embeddings from Pre-trained Language Models | Sep 21, 2021 | Knowledge GraphsLanguage Modeling | 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 |
| FewRel 2.0: Towards More Challenging Few-Shot Relation Classification | Oct 16, 2019 | ClassificationDomain Adaptation | CodeCode Available | 0 | 5 |
| Distilling Relation Embeddings from Pretrained Language Models | Nov 1, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 0 | 5 |
| Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction | Jun 19, 2019 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 0 | 5 |
| Distant Supervision for Relation Extraction with Matrix Completion | Jun 1, 2014 | Low-Rank Matrix CompletionMatrix Completion | 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 |
| Borrowing Human Senses: Comment-Aware Self-Training for Social Media Multimodal Classification | Mar 27, 2023 | ClassificationHate Speech Detection | CodeCode Available | 0 | 5 |
| Enhancing Targeted Minority Class Prediction in Sentence-Level Relation Extraction | Jun 29, 2022 | RelationRelation Classification | CodeCode Available | 0 | 5 |
| End-to-End n-ary Relation Extraction for Combination Drug Therapies | Mar 29, 2023 | ArticlesDrug–drug Interaction Extraction | CodeCode Available | 0 | 5 |
| End-to-end neural relation extraction using deep biaffine attention | Dec 29, 2018 | General ClassificationRelation | CodeCode Available | 0 | 5 |
| End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures | Jan 5, 2016 | RelationRelation Classification | CodeCode Available | 0 | 5 |
| Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical Text | Aug 21, 2019 | Joint Entity and Relation ExtractionLanguage Modeling | CodeCode Available | 0 | 5 |
| Enriching Pre-trained Language Model with Entity Information for Relation Classification | May 20, 2019 | General ClassificationLanguage Modeling | CodeCode Available | 0 | 5 |
| ERNIE: Enhanced Language Representation with Informative Entities | May 17, 2019 | Entity LinkingEntity Typing | CodeCode Available | 0 | 5 |
