| NEREL: A Russian Dataset with Nested Named Entities, Relations and Events | Aug 30, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| NERetrieve: Dataset for Next Generation Named Entity Recognition and Retrieval | Oct 22, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Nested Named Entity Recognition with Partially-Observed TreeCRFs | Dec 15, 2020 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| Neural Architectures for Named Entity Recognition | Mar 4, 2016 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-entity-recognition | CodeCode Available | 1 |
| Coarse-to-Fine Pre-training for Named Entity Recognition | Oct 16, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| ConNER: Consistency Training for Cross-lingual Named Entity Recognition | Nov 17, 2022 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 1 |
| DataMUX: Data Multiplexing for Neural Networks | Feb 18, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Causal Distillation for Language Models | Dec 5, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision | Jun 28, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understanding | Dec 31, 2020 | Language ModelingLanguage Modelling | 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 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | 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 |
| calamanCy: A Tagalog Natural Language Processing Toolkit | Nov 13, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| CAMeL Tools: An Open Source Python Toolkit for Arabic Natural Language Processing | May 1, 2020 | Arabic Sentiment AnalysisArabic Text Diacritization | CodeCode Available | 1 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 |
| Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language Understanding | Apr 9, 2023 | Document Classificationnamed-entity-recognition | CodeCode Available | 1 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 |
| Bipartite Flat-Graph Network for Nested Named Entity Recognition | May 1, 2020 | named-entity-recognitionNamed 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 |
| Boundary Smoothing for Named Entity Recognition | Apr 26, 2022 | Chinese Named Entity Recognitionnamed-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 |
| Code and Named Entity Recognition in StackOverflow | May 4, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| 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 |
| CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning | Sep 15, 2021 | Contrastive LearningFew-shot NER | 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 |
| Continual Named Entity Recognition without Catastrophic Forgetting | Oct 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 |
| Adaptive Fine-Tuning of Transformer-Based Language Models for Named Entity Recognition | Feb 5, 2022 | 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 |
| CyNER: A Python Library for Cybersecurity Named Entity Recognition | Apr 8, 2022 | 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 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-entity-recognition | CodeCode Available | 1 |
| Deeper Task-Specificity Improves Joint Entity and Relation Extraction | Feb 15, 2020 | Joint Entity and Relation ExtractionMulti-Task Learning | CodeCode Available | 1 |
| DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 | Mar 20, 2023 | BenchmarkingDe-identification | CodeCode Available | 1 |
| Detecting Potential Topics In News Using BERT, CRF and Wikipedia | Feb 26, 2020 | 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 |
| DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction | May 31, 2021 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| 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 |
| Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training | Sep 10, 2021 | Language ModelingLanguage Modelling | 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 |
| Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition | Oct 8, 2022 | Causal InferenceContinual Learning | CodeCode Available | 1 |
| Domain-Specific NER via Retrieving Correlated Samples | Aug 27, 2022 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 |
