| 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 |
