| 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 |
| Generative Prompt Tuning for Relation Classification | Oct 22, 2022 | ClassificationLanguage Modeling | 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 |
| Document-Level Relation Extraction with Reconstruction | Dec 21, 2020 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Knowledge-Augmented Language Models for Cause-Effect Relation Classification | Dec 16, 2021 | Cause-Effect Relation ClassificationClassification | CodeCode Available | 1 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | 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 |
| From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction | Jan 16, 2022 | Enumerative SearchFew-Shot Learning | CodeCode Available | 1 |
| A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation Extraction | May 26, 2020 | Knowledge Graph CompletionMultiple Instance Learning | 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 |
| A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition | Jun 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| CreoleVal: Multilingual Multitask Benchmarks for Creoles | Oct 30, 2023 | Machine TranslationReading Comprehension | CodeCode Available | 1 |
| Argumentative Link Prediction using Residual Networks and Multi-Objective Learning | Nov 1, 2018 | Argument MiningComponent Classification | 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 |
| CODER: Knowledge infused cross-lingual medical term embedding for term normalization | Nov 5, 2020 | Contrastive LearningKnowledge Graphs | CodeCode Available | 1 |
| CrossRE: A Cross-Domain Dataset for Relation Extraction | Oct 17, 2022 | RelationRelation Classification | CodeCode Available | 1 |
| DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic Dialogues | Dec 4, 2020 | Dialog Relation ExtractionGeneral Classification | CodeCode Available | 1 |
| Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks | Aug 1, 2021 | RelationRelation Classification | CodeCode Available | 1 |
| Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness | Jan 14, 2025 | Event ExtractionInstruction Following | CodeCode Available | 1 |
| Few-Shot Document-Level Relation Extraction | May 4, 2022 | Document-level Relation ExtractionDomain Adaptation | CodeCode Available | 1 |
| Few-shot Text Classification with Distributional Signatures | Aug 16, 2019 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 |
| K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters | Feb 5, 2020 | Dependency ParsingEntity Typing | CodeCode Available | 1 |
