| Syntax-augmented Multilingual BERT for Cross-lingual Transfer | Jun 3, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 |
| Template-Based Named Entity Recognition Using BART | Jun 3, 2021 | Few-shot NERLanguage Modeling | CodeCode Available | 1 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| 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 |
| DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction | May 31, 2021 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| How Low is Too Low? A Computational Perspective on Extremely Low-Resource Languages | May 30, 2021 | Machine Translationnamed-entity-recognition | CodeCode Available | 1 |
| BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition | May 26, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| 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 |
| 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 |
| Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning | May 8, 2021 | Chinese Named Entity RecognitionChunking | CodeCode Available | 1 |
| T2NER: Transformers based Transfer Learning Framework for Named Entity Recognition | Apr 23, 2021 | Domain AdaptationMulti-Task Learning | CodeCode Available | 1 |
| 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 |
| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | CodeCode Available | 1 |
| MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs | Apr 18, 2021 | Abstractive Text SummarizationMachine Translation | CodeCode Available | 1 |
| MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning | Apr 16, 2021 | Cross-Lingual TransferMeta-Learning | CodeCode Available | 1 |
| GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition | Apr 13, 2021 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| Better Feature Integration for Named Entity Recognition | Apr 12, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Noisy-Labeled NER with Confidence Estimation | Apr 9, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| COVID-19 Named Entity Recognition for Vietnamese | Apr 8, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| AlephBERT:A Hebrew Large Pre-Trained Language Model to Start-off your Hebrew NLP Application With | Apr 8, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
