| hmBERT: Historical Multilingual Language Models for Named Entity Recognition | May 31, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| How far is Language Model from 100% Few-shot Named Entity Recognition in Medical Domain | Jul 1, 2023 | few-shot-nerFew-shot NER | CodeCode Available | 1 | 5 |
| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | CodeCode Available | 1 | 5 |
| calamanCy: A Tagalog Natural Language Processing Toolkit | Nov 13, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| Improving Biomedical Pretrained Language Models with Knowledge | Apr 21, 2021 | Entity LinkingLanguage Modeling | CodeCode Available | 1 | 5 |
| A Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Causal Distillation for Language Models | Dec 5, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 | 5 |
| Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information | Oct 29, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | CodeCode Available | 1 | 5 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models | Oct 17, 2023 | Document-level Relation ExtractionFew-Shot Learning | CodeCode Available | 1 | 5 |
| IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages | Nov 8, 2020 | Genre classificationMultiple-choice | CodeCode Available | 1 | 5 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER | Mar 8, 2022 | Entity TypingFew-Shot Learning | CodeCode Available | 1 | 5 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| Entity, Relation, and Event Extraction with Contextualized Span Representations | Sep 8, 2019 | Event ExtractionJoint Entity and Relation Extraction | CodeCode Available | 1 | 5 |
| COVID-19 Named Entity Recognition for Vietnamese | Apr 8, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition | Dec 13, 2021 | Multi-modal Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Coarse-to-Fine Pre-training for Named Entity Recognition | Oct 16, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-entity-recognition | CodeCode Available | 1 | 5 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
| CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors | May 9, 2023 | Code GenerationFew-Shot Learning | CodeCode Available | 1 | 5 |
| ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications | Nov 8, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER | Aug 28, 2023 | Contrastive Learningfew-shot-ner | CodeCode Available | 1 | 5 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 | 5 |
| From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot Contexts | May 5, 2023 | few-shot-nerFew-shot NER | CodeCode Available | 1 | 5 |
| Autoregressive Structured Prediction with Language Models | Oct 26, 2022 | Coreference ResolutionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| KLUE: Korean Language Understanding Evaluation | May 20, 2021 | Dependency ParsingDialogue State Tracking | CodeCode Available | 1 | 5 |
| kNN-NER: Named Entity Recognition with Nearest Neighbor Search | Mar 31, 2022 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Enhancing Low-resource Fine-grained Named Entity Recognition by Leveraging Coarse-grained Datasets | Oct 18, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Label-Guided In-Context Learning for Named Entity Recognition | May 29, 2025 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Label Supervised LLaMA Finetuning | Oct 2, 2023 | GPUnamed-entity-recognition | CodeCode Available | 1 | 5 |
| A Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Learning In-context Learning for Named Entity Recognition | May 18, 2023 | Diversityfew-shot-ner | CodeCode Available | 1 | 5 |
| Learning Transformer Programs | Jun 1, 2023 | In-Context LearningInterpretable Machine Learning | CodeCode Available | 1 | 5 |
| CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning | Sep 15, 2021 | Contrastive LearningFew-shot NER | CodeCode Available | 1 | 5 |
| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on Generalization | Jan 22, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Lightweight Transformers for Clinical Natural Language Processing | Feb 9, 2023 | Continual LearningKnowledge Distillation | CodeCode Available | 1 | 5 |
| LLMaAA: Making Large Language Models as Active Annotators | Oct 30, 2023 | Active LearningDataset Generation | CodeCode Available | 1 | 5 |
| A Comparative Study of Pretrained Language Models for Long Clinical Text | Jan 27, 2023 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 | 5 |
| Continual Named Entity Recognition without Catastrophic Forgetting | Oct 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 | 5 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition | May 29, 2023 | Deep Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
