| An Investigation towards Differentially Private Sequence Tagging in a Federated Framework | Jun 1, 2021 | Federated Learningnamed-entity-recognition | —Unverified | 0 |
| Normalization and Back-Transliteration for Code-Switched Data | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Overview of the Sixth Social Media Mining for Health Applications (#SMM4H) Shared Tasks at NAACL 2021 | Jun 1, 2021 | Binary ClassificationMulti-class Classification | —Unverified | 0 |
| ULD-NUIG at Social Media Mining for Health Applications (#SMM4H) Shared Task 2021 | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| The ProfNER shared task on automatic recognition of occupation mentions in social media: systems, evaluation, guidelines, embeddings and corpora | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Assessing multiple word embeddings for named entity recognition of professions and occupations in health-related social media | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Lasige-BioTM at ProfNER: BiLSTM-CRF and contextual Spanish embeddings for Named Entity Recognition and Tweet Binary Classification | Jun 1, 2021 | Binary Classificationnamed-entity-recognition | —Unverified | 0 |
| The Biomaterials Annotator: a system for ontology-based concept annotation of biomaterials text | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Multi-Grained Knowledge Distillation for Named Entity Recognition | Jun 1, 2021 | Knowledge Distillationnamed-entity-recognition | —Unverified | 0 |
| Entity Resolution in Open-domain Conversations | Jun 1, 2021 | Entity LinkingEntity Resolution | —Unverified | 0 |
| GEMNET: Effective Gated Gazetteer Representations for Recognizing Complex Entities in Low-context Input | Jun 1, 2021 | Mixture-of-Expertsnamed-entity-recognition | —Unverified | 0 |
| SpanNER: Named Entity Re-/Recognition as Span Prediction | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Discontinuous Named Entity Recognition as Maximal Clique Discovery | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition | Jun 1, 2021 | Cross-Lingual NERKnowledge Distillation | —Unverified | 0 |
| Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity Recognition | May 31, 2021 | Domain Adaptationnamed-entity-recognition | CodeCode Available | 0 |
| DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction | May 31, 2021 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods | May 31, 2021 | ArticlesBIG-bench Machine Learning | —Unverified | 0 |
| How Low is Too Low? A Computational Perspective on Extremely Low-Resource Languages | May 30, 2021 | Machine Translationnamed-entity-recognition | CodeCode Available | 1 |
| Weighted Training for Cross-Task Learning | May 28, 2021 | Chunkingnamed-entity-recognition | CodeCode Available | 0 |
| Neural Entity Recognition with Gazetteer based Fusion | May 27, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition | May 26, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| NukeLM: Pre-Trained and Fine-Tuned Language Models for the Nuclear and Energy Domains | May 25, 2021 | ArticlesLanguage Modelling | —Unverified | 0 |
| DaN+: Danish Nested Named Entities and Lexical Normalization | May 24, 2021 | Cross-Lingual TransferLexical Normalization | CodeCode Available | 0 |
| Boosting Span-based Joint Entity and Relation Extraction via Squence Tagging Mechanism | May 21, 2021 | Joint Entity and Relation Extractionnamed-entity-recognition | —Unverified | 0 |
| KLUE: Korean Language Understanding Evaluation | May 20, 2021 | Dependency ParsingDialogue State Tracking | CodeCode Available | 1 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-entity-recognition | CodeCode Available | 1 |
| Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer Networks | May 18, 2021 | Boundary DetectionDecoder | CodeCode Available | 0 |
| SINA-BERT: A Pre-Trained Language Model for Analysis of Medical Texts in Persian | May 16, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Few-NERD: A Few-Shot Named Entity Recognition Dataset | May 16, 2021 | Few-shot NERNamed Entity Recognition | CodeCode Available | 1 |
| Lexicon Enhanced Chinese Sequence Labeling Using BERT Adapter | May 15, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition | May 14, 2021 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network | May 13, 2021 | Cross-Domain Named Entity RecognitionGraph Neural Network | —Unverified | 0 |
| Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning | May 8, 2021 | Chinese Named Entity RecognitionChunking | CodeCode Available | 1 |
| Switching Contexts: Transportability Measures for NLP | May 3, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Knowledge Distillation for Swedish NER models: A Search for Performance and Efficiency | May 1, 2021 | Knowledge DistillationModel Compression | —Unverified | 0 |
| Applying and Sharing pre-trained BERT-models for Named Entity Recognition and Classification in Swedish Electronic Patient Records | May 1, 2021 | De-identificationnamed-entity-recognition | —Unverified | 0 |
| Multi-Task Learning of Query Intent and Named Entities using Transfer Learning | Apr 28, 2021 | Multi-Task Learningnamed-entity-recognition | —Unverified | 0 |
| Named Entity Recognition and Linking Augmented with Large-Scale Structured Data | Apr 27, 2021 | Lemmatizationnamed-entity-recognition | —Unverified | 0 |
| T2NER: Transformers based Transfer Learning Framework for Named Entity Recognition | Apr 23, 2021 | Domain AdaptationMulti-Task Learning | CodeCode Available | 1 |
| Optimizing small BERTs trained for German NER | Apr 23, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Earnings-21: A Practical Benchmark for ASR in the Wild | Apr 22, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Improving Biomedical Pretrained Language Models with Knowledge | Apr 21, 2021 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
| Mitigating Temporal-Drift: A Simple Approach to Keep NER Models Crisp | Apr 20, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| BERTić -- The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian | Apr 19, 2021 | Commonsense Causal ReasoningLanguage Modeling | —Unverified | 0 |
| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | CodeCode Available | 1 |
| InferNER: an attentive model leveraging the sentence-level information for Named Entity Recognition in Microblogs | Apr 18, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs | Apr 18, 2021 | Abstractive Text SummarizationMachine Translation | CodeCode Available | 1 |
| Memorisation versus Generalisation in Pre-trained Language Models | Apr 16, 2021 | Few-Shot LearningLow Resource Named Entity Recognition | CodeCode Available | 0 |
| MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning | Apr 16, 2021 | Cross-Lingual TransferMeta-Learning | CodeCode Available | 1 |
| Regularization for Long Named Entity Recognition | Apr 15, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |