| Relation Classification with Cognitive Attention Supervision | Jun 1, 2021 | ClassificationRelation | —Unverified | 0 |
| PTR: Prompt Tuning with Rules for Text Classification | May 24, 2021 | ClassificationNatural Language Inference | CodeCode Available | 1 |
| Global Context for improving recognition of Online Handwritten Mathematical Expressions | May 21, 2021 | ClassificationRelation | —Unverified | 0 |
| Do Models Learn the Directionality of Relations? A New Evaluation: Relation Direction Recognition | May 19, 2021 | RelationRelation Classification | CodeCode Available | 0 |
| Relation Classification with Entity Type Restriction | May 18, 2021 | ClassificationRelation | —Unverified | 0 |
| Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction | May 8, 2021 | Graph Neural NetworkJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social Media | May 4, 2021 | RelationRelation Classification | CodeCode Available | 0 |
| Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System | Apr 24, 2021 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 |
| Extracting Temporal Event Relation with Syntax-guided Graph Transformer | Apr 19, 2021 | Dependency ParsingNatural Language Understanding | CodeCode Available | 0 |
| Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes | Apr 17, 2021 | ClassificationFew-Shot Learning | —Unverified | 0 |
| ``Laughing at you or with you'': The Role of Sarcasm in Shaping the Disagreement Space | Apr 1, 2021 | ClassificationRelation | CodeCode Available | 0 |
| Multi-Task Attentive Residual Networks for Argument Mining | Feb 24, 2021 | Argument MiningComponent Classification | CodeCode Available | 1 |
| "Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement Space | Jan 26, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Structured Prediction as Translation between Augmented Natural Languages | Jan 14, 2021 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification | Jan 10, 2021 | Few-Shot Relation ClassificationRelation | —Unverified | 0 |
| Relation Classification via Relation Validation | Jan 1, 2021 | ClassificationRelation | CodeCode Available | 0 |
| Syntax-Enhanced Pre-trained Model | Dec 28, 2020 | Entity Typingmodel | CodeCode Available | 1 |
| Document-Level Relation Extraction with Reconstruction | Dec 21, 2020 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Towards Incorporating Entity-specific Knowledge Graph Information in Predicting Drug-Drug Interactions | Dec 21, 2020 | Natural Language UnderstandingRelation Classification | —Unverified | 0 |
| R^2-Net: Relation of Relation Learning Network for Sentence Semantic Matching | Dec 16, 2020 | RelationRelation Classification | —Unverified | 0 |
| CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification | Dec 12, 2020 | Hypernym DiscoveryLanguage Modeling | CodeCode Available | 0 |
| DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic Dialogues | Dec 4, 2020 | Dialog Relation ExtractionGeneral Classification | CodeCode Available | 1 |
| CollFrEn: Rich Bilingual English–French Collocation Resource | Dec 1, 2020 | Machine TranslationRelation Classification | CodeCode Available | 0 |
| Few-Shot Text Classification with Edge-Labeling Graph Neural Network-Based Prototypical Network | Dec 1, 2020 | Few-Shot Text ClassificationGraph Neural Network | —Unverified | 0 |
| A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification | Dec 1, 2020 | Few-Shot LearningFew-Shot Relation Classification | —Unverified | 0 |
| RIVA: A Pre-trained Tweet Multimodal Model Based on Text-image Relation for Multimodal NER | Dec 1, 2020 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Meta-Information Guided Meta-Learning for Few-Shot Relation Classification | Dec 1, 2020 | ClassificationFew-Shot Relation Classification | CodeCode Available | 0 |
| Using a Penalty-based Loss Re-estimation Method to Improve Implicit Discourse Relation Classification | Dec 1, 2020 | Implicit Discourse Relation ClassificationRelation | —Unverified | 0 |
| Gorynych Transformer at SemEval-2020 Task 6: Multi-task Learning for Definition Extraction | Dec 1, 2020 | ClassificationDefinition Extraction | —Unverified | 0 |
| ACNLP at SemEval-2020 Task 6: A Supervised Approach for Definition Extraction | Dec 1, 2020 | ClassificationDefinition Extraction | —Unverified | 0 |
| Joint Extraction of Entity and Relation with Information Redundancy Elimination | Nov 27, 2020 | DecoderLanguage Modeling | —Unverified | 0 |
| Entity Recognition and Relation Extraction from Scientific and Technical Texts in Russian | Nov 19, 2020 | Keyword ExtractionRelation | —Unverified | 0 |
| Zero-shot Relation Classification from Side Information | Nov 13, 2020 | ClassificationFew-Shot Learning | CodeCode Available | 0 |
| CODER: Knowledge infused cross-lingual medical term embedding for term normalization | Nov 5, 2020 | Contrastive LearningKnowledge Graphs | CodeCode Available | 1 |
| Relative and Incomplete Time Expression Anchoring for Clinical Text | Nov 1, 2020 | ClassificationRelation Classification | —Unverified | 0 |
| The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation Classification | Nov 1, 2020 | ClassificationQuestion Answering | CodeCode Available | 1 |
| APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task Learning | Nov 1, 2020 | Argument Pair Extraction (APE)Multi-Task Learning | CodeCode Available | 1 |
| Within-Between Lexical Relation Classification | Nov 1, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Investigation of BERT Model on Biomedical Relation Extraction Based on Revised Fine-tuning Mechanism | Nov 1, 2020 | RelationRelation Classification | —Unverified | 0 |
| Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification | Oct 30, 2020 | ClassificationDescriptive | —Unverified | 0 |
| RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational Searching | Oct 27, 2020 | Denoisingreinforcement-learning | CodeCode Available | 0 |
| Meta-Learning for Neural Relation Classification with Distant Supervision | Oct 26, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training | Oct 21, 2020 | Few-Shot Relation ClassificationRelation | —Unverified | 0 |
| The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation Classification | Oct 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| TDRE: A Tensor Decomposition Based Approach for Relation Extraction | Oct 15, 2020 | RelationRelation Classification | —Unverified | 0 |
| Relation Classification as Two-way Span-Prediction | Oct 9, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Semi-supervised Relation Extraction via Incremental Meta Self-Training | Oct 6, 2020 | Meta-LearningPseudo Label | CodeCode Available | 1 |
| LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention | Oct 2, 2020 | Common Sense ReasoningEntity Typing | CodeCode Available | 1 |
| 小样本关系分类研究综述(Few-Shot Relation Classification: A Survey) | Oct 1, 2020 | Few-Shot Relation ClassificationRelation Classification | —Unverified | 0 |
| Entity Relative Position Representation based Multi-head Selection for Joint Entity and Relation Extraction | Oct 1, 2020 | Joint Entity and Relation ExtractionLanguage Modeling | —Unverified | 0 |
