| NEREL: A Russian Dataset with Nested Named Entities, Relations and Events | Aug 30, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| NERetrieve: Dataset for Next Generation Named Entity Recognition and Retrieval | Oct 22, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Nested Named Entity Recognition with Partially-Observed TreeCRFs | Dec 15, 2020 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Neural Architectures for Named Entity Recognition | Mar 4, 2016 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 | 5 |
| E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition | May 29, 2023 | Deep Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| End-to-end Named Entity Recognition from English Speech | May 22, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Enhanced Entity Annotations for Multilingual Corpora | Jun 1, 2022 | ArticlesEntity Linking | CodeCode Available | 1 | 5 |
| Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction | Sep 14, 2021 | AllDependency Parsing | CodeCode Available | 1 | 5 |
| Few-NERD: A Few-Shot Named Entity Recognition Dataset | May 16, 2021 | Few-shot NERNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Empirical Study of Zero-Shot NER with ChatGPT | Oct 16, 2023 | Arithmetic Reasoningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| A Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 | 5 |
| Endowing Language Models with Multimodal Knowledge Graph Representations | Jun 27, 2022 | Multilingual Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understanding | Dec 31, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Efficient Test Time Adapter Ensembling for Low-resource Language Varieties | Sep 10, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Empirical Analysis of Unlabeled Entity Problem in Named Entity Recognition | Dec 10, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language Understanding | Apr 9, 2023 | Document Classificationnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Beheshti-NER: Persian Named Entity Recognition Using BERT | Mar 19, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| BERTweet: A pre-trained language model for English Tweets | May 20, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| A Label-Aware Autoregressive Framework for Cross-Domain NER | Jul 1, 2022 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Autoregressive Structured Prediction with Language Models | Oct 26, 2022 | Coreference ResolutionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Large-Scale Chinese Multimodal NER Dataset with Speech Clues | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Enhancing Entity Boundary Detection for Better Chinese Named Entity Recognition | Aug 1, 2021 | Boundary DetectionChinese Named Entity Recognition | CodeCode Available | 1 | 5 |
| Entity, Relation, and Event Extraction with Contextualized Span Representations | Sep 8, 2019 | Event ExtractionJoint Entity and Relation Extraction | CodeCode Available | 1 | 5 |
| A Unified MRC Framework for Named Entity Recognition | Oct 25, 2019 | Chinese Named Entity RecognitionEntity Extraction using GAN | CodeCode Available | 1 | 5 |
| A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition | Jan 2, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| EasyNER: A Customizable Easy-to-Use Pipeline for Deep Learning- and Dictionary-based Named Entity Recognition from Medical Text | Apr 16, 2023 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERT | Jul 9, 2021 | BenchmarkingDocument Classification | CodeCode Available | 1 | 5 |
| Adaptive Fine-Tuning of Transformer-Based Language Models for Named Entity Recognition | Feb 5, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | CodeCode Available | 1 | 5 |
| BERTje: A Dutch BERT Model | Dec 19, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition | May 26, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| End-to-End Chinese Speaker Identification | Jul 1, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 | 5 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 | 5 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | Jan 25, 2019 | Drug–drug Interaction ExtractionFew-Shot Learning | CodeCode Available | 1 | 5 |
| Filtered Semi-Markov CRF | Nov 29, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction | Feb 20, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 | 5 |
| Multi-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition | Jul 17, 2024 | Grounded Multimodal Named Entity RecognitionMachine Reading Comprehension | CodeCode Available | 1 | 5 |
| Bioformer: an efficient transformer language model for biomedical text mining | Feb 3, 2023 | ArticlesDocument Classification | CodeCode Available | 1 | 5 |
| DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical Domain | Feb 20, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Biomedical named entity recognition using BERT in the machine reading comprehension framework | Sep 3, 2020 | Machine Reading Comprehensionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Domain specific BERT representation for Named Entity Recognition of lab protocol | Dec 21, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
