| MasakhaNER: Named Entity Recognition for African Languages | Mar 22, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| ANEA: Distant Supervision for Low-Resource Named Entity Recognition | Feb 25, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER | Feb 5, 2021 | Multi-modal Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| SkillNER: Mining and Mapping Soft Skills from any Text | Jan 22, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Structured Prediction as Translation between Augmented Natural Languages | Jan 14, 2021 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsing | Jan 5, 2021 | Dependency ParsingLanguage Modeling | CodeCode Available | 1 |
| A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition | Jan 2, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understanding | Dec 31, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Domain specific BERT representation for Named Entity Recognition of lab protocol | Dec 21, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Nested Named Entity Recognition with Partially-Observed TreeCRFs | Dec 15, 2020 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| Empirical Analysis of Unlabeled Entity Problem in Named Entity Recognition | Dec 10, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| CrossNER: Evaluating Cross-Domain Named Entity Recognition | Dec 8, 2020 | Cross-Domain Named Entity RecognitionDomain Adaptation | CodeCode Available | 1 |
| Towards a Standardized Dataset on Indonesian Named Entity Recognition | Dec 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Interpretable Multi-dataset Evaluation for Named Entity Recognition | Nov 13, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages | Nov 8, 2020 | Genre classificationMultiple-choice | CodeCode Available | 1 |
| IITKGP at W-NUT 2020 Shared Task-1: Domain specific BERT representation for Named Entity Recognition of lab protocol | Nov 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| iobes: Library for Span Level Processing | Nov 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Identifying Incorrect Labels in the CoNLL-2003 Corpus | Nov 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition | Nov 1, 2020 | counterfactualnamed-entity-recognition | CodeCode Available | 1 |
| Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information | Oct 29, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Named Entity Recognition for Social Media Texts with Semantic Augmentation | Oct 29, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| WNUT-2020 Task 1 Overview: Extracting Entities and Relations from Wet Lab Protocols | Oct 27, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Can images help recognize entities? A study of the role of images for Multimodal NER | Oct 23, 2020 | Image Captioningnamed-entity-recognition | CodeCode Available | 1 |
| An Analysis of Simple Data Augmentation for Named Entity Recognition | Oct 22, 2020 | Data Augmentationnamed-entity-recognition | CodeCode Available | 1 |
| German's Next Language Model | Oct 21, 2020 | BenchmarkingDocument Classification | CodeCode Available | 1 |
| UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus | Oct 20, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Coarse-to-Fine Pre-training for Named Entity Recognition | Oct 16, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations | Oct 15, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| iobes: A Library for Span-Level Processing | Oct 9, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders | Oct 8, 2020 | Joint Entity and Relation Extractionnamed-entity-recognition | CodeCode Available | 1 |
| Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning | Oct 6, 2020 | Few-shot NERMeta-Learning | CodeCode Available | 1 |
| SeqMix: Augmenting Active Sequence Labeling via Sequence Mixup | Oct 5, 2020 | Active LearningData Augmentation | CodeCode Available | 1 |
| Local Additivity Based Data Augmentation for Semi-supervised NER | Oct 4, 2020 | Data Augmentationnamed-entity-recognition | CodeCode Available | 1 |
| LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention | Oct 2, 2020 | Common Sense ReasoningEntity Typing | CodeCode Available | 1 |
| Improving Vietnamese Named Entity Recognition from Speech Using Word Capitalization and Punctuation Recovery Models | Oct 1, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| DWIE: an entity-centric dataset for multi-task document-level information extraction | Sep 26, 2020 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP | Sep 18, 2020 | Chinese Word SegmentationDependency Parsing | CodeCode Available | 1 |
| Biomedical named entity recognition using BERT in the machine reading comprehension framework | Sep 3, 2020 | Machine Reading Comprehensionnamed-entity-recognition | CodeCode Available | 1 |
| GREEK-BERT: The Greeks visiting Sesame Street | Aug 27, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Example-Based Named Entity Recognition | Aug 24, 2020 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 1 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| Object-aware Multimodal Named Entity Recognition in Social Media Posts with Adversarial Learning | Aug 3, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Neural Modeling for Named Entities and Morphology (NEMO^2) | Jul 30, 2020 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| newsSweeper at SemEval-2020 Task 11: Context-Aware Rich Feature Representations For Propaganda Classification | Jul 21, 2020 | ArticlesClassification | CodeCode Available | 1 |
| SLK-NER: Exploiting Second-order Lexicon Knowledge for Chinese NER | Jul 16, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Advances of Transformer-Based Models for News Headline Generation | Jul 9, 2020 | Headline Generationnamed-entity-recognition | CodeCode Available | 1 |
| Playing with Words at the National Library of Sweden -- Making a Swedish BERT | Jul 3, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer | Jul 1, 2020 | multimodal interactionMulti-modal Named Entity Recognition | CodeCode Available | 1 |
| Pyramid: A Layered Model for Nested Named Entity Recognition | Jul 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
