| CAMeL Tools: An Open Source Python Toolkit for Arabic Natural Language Processing | May 1, 2020 | Arabic Sentiment AnalysisArabic Text Diacritization | CodeCode Available | 1 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-entity-recognition | CodeCode Available | 1 |
| Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks | Oct 11, 2021 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors | May 9, 2023 | Code GenerationFew-Shot Learning | CodeCode Available | 1 |
| Causal Distillation for Language Models | Dec 5, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Computationally Efficient NER Taggers with Combined Embeddings and Constrained Decoding | Jan 5, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning | Sep 15, 2021 | Contrastive LearningFew-shot NER | CodeCode Available | 1 |
| Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on Generalization | Jan 22, 2020 | Language ModelingLanguage Modelling | 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 |
| CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset | Oct 24, 2023 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 |
| Code and Named Entity Recognition in StackOverflow | May 4, 2020 | named-entity-recognitionNamed 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 |
| Bioformer: an efficient transformer language model for biomedical text mining | Feb 3, 2023 | ArticlesDocument Classification | 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 |
| Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition | Jun 17, 2024 | DiversityDomain Adaptation | CodeCode Available | 1 |
| BERTweet: A pre-trained language model for English Tweets | May 20, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| BERTje: A Dutch BERT Model | Dec 19, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Better Feature Integration for Named Entity Recognition | Apr 12, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Biomedical named entity recognition using BERT in the machine reading comprehension framework | Sep 3, 2020 | Machine Reading Comprehensionnamed-entity-recognition | CodeCode Available | 1 |
| Beheshti-NER: Persian Named Entity Recognition Using BERT | Mar 19, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Autoregressive Structured Prediction with Language Models | Oct 26, 2022 | Coreference ResolutionNamed 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 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
| A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction | Feb 20, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications | Nov 8, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| A Unified MRC Framework for Named Entity Recognition | Oct 25, 2019 | Chinese Named Entity RecognitionEntity Extraction using GAN | CodeCode Available | 1 |
| From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot Contexts | May 5, 2023 | few-shot-nerFew-shot NER | CodeCode Available | 1 |
| A Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | named-entity-recognitionNamed 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 |
| A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection | Nov 2, 2016 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| A Comparative Study of Pretrained Language Models for Long Clinical Text | Jan 27, 2023 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 |
| A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing | Sep 27, 2022 | ArticlesLanguage Modeling | 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 |
| Advances of Transformer-Based Models for News Headline Generation | Jul 9, 2020 | Headline Generationnamed-entity-recognition | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines | Aug 24, 2023 | AllBoundary Detection | CodeCode Available | 1 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | Jan 25, 2019 | Drug–drug Interaction ExtractionFew-Shot Learning | CodeCode Available | 1 |
| A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation Queries | Mar 13, 2023 | Music Recommendationnamed-entity-recognition | CodeCode Available | 1 |
| BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision | Jun 28, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Boundary Smoothing for Named Entity Recognition | Apr 26, 2022 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| calamanCy: A Tagalog Natural Language Processing Toolkit | Nov 13, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | CodeCode Available | 1 |
