| GLiREL -- Generalist Model for Zero-Shot Relation Extraction | Jan 6, 2025 | modelnamed-entity-recognition | CodeCode Available | 3 |
| Description Boosting for Zero-Shot Entity and Relation Classification | Jun 4, 2024 | RelationRelation Classification | CodeCode Available | 3 |
| How to Encode Domain Information in Relation Classification | Apr 21, 2024 | ClassificationRelation | CodeCode Available | 2 |
| Graph Language Models | Jan 13, 2024 | Knowledge GraphsLanguage Modeling | CodeCode Available | 2 |
| Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness | Jan 14, 2025 | Event ExtractionInstruction Following | CodeCode Available | 1 |
| OED: Towards One-stage End-to-End Dynamic Scene Graph Generation | May 27, 2024 | Graph Generationobject-detection | CodeCode Available | 1 |
| REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity Linking | Apr 19, 2024 | Benchmarkingcoreference-resolution | CodeCode Available | 1 |
| CreoleVal: Multilingual Multitask Benchmarks for Creoles | Oct 30, 2023 | Machine TranslationReading Comprehension | CodeCode Available | 1 |
| Rationale-Enhanced Language Models are Better Continual Relation Learners | Oct 10, 2023 | Continual Relation ExtractionRelation | CodeCode Available | 1 |
| MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema Modeling | May 14, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| DocRED-FE: A Document-Level Fine-Grained Entity And Relation Extraction Dataset | Mar 20, 2023 | Joint Entity and Relation ExtractionRelation | CodeCode Available | 1 |
| RankDNN: Learning to Rank for Few-shot Learning | Nov 28, 2022 | Few-Shot Learningimage-classification | CodeCode Available | 1 |
| Multilingual Relation Classification via Efficient and Effective Prompting | Oct 25, 2022 | ClassificationRelation | CodeCode Available | 1 |
| Generative Prompt Tuning for Relation Classification | Oct 22, 2022 | ClassificationLanguage Modeling | CodeCode Available | 1 |
| CrossRE: A Cross-Domain Dataset for Relation Extraction | Oct 17, 2022 | RelationRelation Classification | CodeCode Available | 1 |
| Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge Bases | Oct 1, 2022 | Entity DisambiguationForm | CodeCode Available | 1 |
| AttentionSiteDTI: an interpretable graph-based model for drug-target interaction prediction using NLP sentence-level relation classification | Jul 12, 2022 | Drug DiscoveryRelation Classification | CodeCode Available | 1 |
| Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction | May 28, 2022 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding | May 23, 2022 | Natural Language UnderstandingNER | CodeCode Available | 1 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| Few-Shot Document-Level Relation Extraction | May 4, 2022 | Document-level Relation ExtractionDomain Adaptation | CodeCode Available | 1 |
| Selecting Optimal Context Sentences for Event-Event Relation Extraction | Apr 2, 2022 | Event Relation ExtractionRelation | CodeCode Available | 1 |
| RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction | Mar 17, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks | Jan 24, 2022 | DenoisingQuestion Answering | CodeCode Available | 1 |
| From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction | Jan 16, 2022 | Enumerative SearchFew-Shot Learning | CodeCode Available | 1 |
| Unified Named Entity Recognition as Word-Word Relation Classification | Dec 19, 2021 | Chinese Named Entity RecognitionClassification | CodeCode Available | 1 |
| Knowledge-Augmented Language Models for Cause-Effect Relation Classification | Dec 16, 2021 | Cause-Effect Relation ClassificationClassification | CodeCode Available | 1 |
| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 |
| Utilizing Relative Event Time to Enhance Event-Event Temporal Relation Extraction | Nov 1, 2021 | RelationRelation Classification | CodeCode Available | 1 |
| Towards Realistic Few-Shot Relation Extraction | Nov 1, 2021 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| REBEL: Relation Extraction By End-to-end Language generation | Oct 29, 2021 | Entity LinkingJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Zero-Shot Information Extraction as a Unified Text-to-Triple Translation | Sep 23, 2021 | Factual probeLanguage Modeling | CodeCode Available | 1 |
| Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks | Aug 1, 2021 | RelationRelation Classification | CodeCode Available | 1 |
| UniRE: A Unified Label Space for Entity Relation Extraction | Jul 9, 2021 | DecoderRelation | 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 |
| PTR: Prompt Tuning with Rules for Text Classification | May 24, 2021 | ClassificationNatural Language Inference | CodeCode Available | 1 |
| 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 |
| Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System | Apr 24, 2021 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 |
| Multi-Task Attentive Residual Networks for Argument Mining | Feb 24, 2021 | Argument MiningComponent Classification | CodeCode Available | 1 |
| Structured Prediction as Translation between Augmented Natural Languages | Jan 14, 2021 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| 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 |
| DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic Dialogues | Dec 4, 2020 | Dialog Relation ExtractionGeneral Classification | CodeCode Available | 1 |
| CODER: Knowledge infused cross-lingual medical term embedding for term normalization | Nov 5, 2020 | Contrastive LearningKnowledge Graphs | 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 |
| The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation Classification | Nov 1, 2020 | ClassificationQuestion Answering | CodeCode Available | 1 |
| The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation Classification | Oct 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| 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 |
| UPB at SemEval-2020 Task 6: Pretrained Language Models for Definition Extraction | Sep 11, 2020 | Definition ExtractionGeneral Classification | CodeCode Available | 1 |
