| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | CodeCode Available | 1 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 |
| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | CodeCode Available | 1 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| End-to-end Named Entity Recognition from English Speech | May 22, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition | May 29, 2023 | Deep Learningnamed-entity-recognition | CodeCode Available | 1 |
| A Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets | Oct 18, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 1 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | CodeCode Available | 1 |
| Exchanging-based Multimodal Fusion with Transformer | Sep 5, 2023 | Image CaptioningImage Generation | CodeCode Available | 1 |
| FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition | Aug 24, 2022 | Cross-Domain Named Entity RecognitionData Augmentation | CodeCode Available | 1 |
| Familiarity: Better Evaluation of Zero-Shot Named Entity Recognition by Quantifying Label Shifts in Synthetic Training Data | Dec 13, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Few-NERD: A Few-Shot Named Entity Recognition Dataset | May 16, 2021 | Few-shot NERNamed Entity Recognition | CodeCode Available | 1 |
| Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts | Apr 10, 2022 | Cross-Lingual TransferDe-identification | CodeCode Available | 1 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks | Oct 11, 2021 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 |
| Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition | Oct 14, 2021 | Classificationnamed-entity-recognition | CodeCode Available | 1 |
| GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and Augmentation | Nov 18, 2022 | Conditional Text GenerationData Augmentation | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| GLiNER-BioMed: A Suite of Efficient Models for Open Biomedical Named Entity Recognition | Apr 1, 2025 | Computational Efficiencynamed-entity-recognition | CodeCode Available | 1 |
| Bipartite Flat-Graph Network for Nested Named Entity Recognition | May 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |