| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 |
| Data Augmentation for Cross-Domain Named Entity Recognition | Sep 4, 2021 | Cross-Domain Named Entity RecognitionData Augmentation | CodeCode Available | 1 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| TNNT: The Named Entity Recognition Toolkit | Aug 31, 2021 | graph constructionnamed-entity-recognition | CodeCode Available | 1 |
| NEREL: A Russian Dataset with Nested Named Entities, Relations and Events | Aug 30, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific Articles | Aug 20, 2021 | ArticlesEntity Disambiguation | CodeCode Available | 1 |
| MobIE: A German Dataset for Named Entity Recognition, Entity Linking and Relation Extraction in the Mobility Domain | Aug 16, 2021 | Entity LinkingMulti-Task Learning | CodeCode Available | 1 |
| Partially Supervised Named Entity Recognition via the Expected Entity Ratio Loss | Aug 16, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Few-Sample Named Entity Recognition for Security Vulnerability Reports by Fine-Tuning Pre-Trained Language Models | Aug 14, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Lights, Camera, Action! A Framework to Improve NLP Accuracy over OCR documents | Aug 6, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization | Aug 1, 2021 | Knowledge GraphsMedical Named Entity Recognition | CodeCode Available | 1 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 |
| Enhancing Entity Boundary Detection for Better Chinese Named Entity Recognition | Aug 1, 2021 | Boundary DetectionChinese Named Entity Recognition | CodeCode Available | 1 |
| A Large-Scale Chinese Multimodal NER Dataset with Speech Clues | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Target-Oriented Fine-tuning for Zero-Resource Named Entity Recognition | Jul 22, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| MECT: Multi-Metadata Embedding based Cross-Transformer for Chinese Named Entity Recognition | Jul 12, 2021 | BenchmarkingChinese Named Entity Recognition | CodeCode Available | 1 |
| Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERT | Jul 9, 2021 | BenchmarkingDocument Classification | CodeCode Available | 1 |
| Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution | Jul 5, 2021 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition | Jun 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention | Jun 17, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data | Jun 16, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Question Answering Infused Pre-training of General-Purpose Contextualized Representations | Jun 15, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 |
| 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 |
