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| 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 |
| A Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| BERTweet: A pre-trained language model for English Tweets | May 20, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-entity-recognition | CodeCode Available | 1 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | 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 |
| Computer Science Named Entity Recognition in the Open Research Knowledge Graph | Mar 28, 2022 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| ConNER: Consistency Training for Cross-lingual Named Entity Recognition | Nov 17, 2022 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 1 |
| A Neural Span-Based Continual Named Entity Recognition Model | Feb 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 |
| A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER | Aug 28, 2023 | Contrastive Learningfew-shot-ner | CodeCode Available | 1 |
| COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition | Oct 1, 2022 | Contrastive Learningfew-shot-ner | CodeCode Available | 1 |
| Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition | Nov 1, 2020 | counterfactualnamed-entity-recognition | CodeCode Available | 1 |
| A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition | Apr 11, 2022 | Contrastive LearningLow Resource Named Entity Recognition | CodeCode Available | 1 |
| DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition | Mar 1, 2022 | Multilingual Named Entity RecognitionNamed Entity Recognition | CodeCode Available | 1 |
| Data Augmentation for Cross-Domain Named Entity Recognition | Sep 4, 2021 | Cross-Domain Named Entity RecognitionData Augmentation | CodeCode Available | 1 |
| Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering Tasks | Jan 30, 2020 | Entity Extraction using GANGeneral Classification | CodeCode Available | 1 |
| A Large-Scale Chinese Multimodal NER Dataset with Speech Clues | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | CodeCode Available | 1 |
| A Comparative Study of Pretrained Language Models for Long Clinical Text | Jan 27, 2023 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 |
| Deep Active Learning for Named Entity Recognition | Jul 19, 2017 | Active LearningDecoder | CodeCode Available | 1 |
| Detecting Potential Topics In News Using BERT, CRF and Wikipedia | Feb 26, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Developing a Named Entity Recognition Dataset for Tagalog | Nov 13, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| DiffusionNER: Boundary Diffusion for Named Entity Recognition | May 22, 2023 | Chinese Named Entity RecognitionDenoising | CodeCode Available | 1 |
| Discontinuous Named Entity Recognition as Maximal Clique Discovery | Jun 1, 2021 | 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 |
| An Analysis of Simple Data Augmentation for Named Entity Recognition | Oct 22, 2020 | Data Augmentationnamed-entity-recognition | CodeCode Available | 1 |
| BERTje: A Dutch BERT Model | Dec 19, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition | Oct 8, 2022 | Causal InferenceContinual Learning | CodeCode Available | 1 |
| Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation | Jun 11, 2024 | Grounded Multimodal Named Entity Recognitionnamed-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 |
| Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines | Aug 24, 2023 | AllBoundary Detection | CodeCode Available | 1 |
| DWIE: an entity-centric dataset for multi-task document-level information extraction | Sep 26, 2020 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media Analysis | Jan 18, 2022 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| Efficient Test Time Adapter Ensembling for Low-resource Language Varieties | Sep 10, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | 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 |
| Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based Technique | Sep 25, 2022 | 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 |
| Enhanced Entity Annotations for Multilingual Corpora | Jun 1, 2022 | ArticlesEntity Linking | CodeCode Available | 1 |
| An Effective Transition-based Model for Discontinuous NER | Apr 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 |
| A Label-Aware Autoregressive Framework for Cross-Domain NER | Jul 1, 2022 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition | Aug 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 1 |
| Evaluating Named Entity Recognition Using Few-Shot Prompting with Large Language Models | Aug 28, 2024 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| Exploring Cross-sentence Contexts for Named Entity Recognition with BERT | Jun 2, 2020 | named-entity-recognitionNamed 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 |
