| Do "English" Named Entity Recognizers Work Well on Global Englishes? | Apr 20, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 5 | 5 |
| A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL | Nov 13, 2024 | DiversityIn-Context Learning | CodeCode Available | 4 | 5 |
| iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models | Sep 5, 2024 | Few-Shot LearningInformation Retrieval | CodeCode Available | 4 | 5 |
| Accurate clinical and biomedical Named entity recognition at scale | Jul 19, 2022 | Clinical Concept ExtractionDe-identification | CodeCode Available | 3 | 5 |
| Biomedical and Clinical English Model Packages in the Stanza Python NLP Library | Jul 29, 2020 | GPUNamed Entity Recognition | CodeCode Available | 3 | 5 |
| TENER: Adapting Transformer Encoder for Named Entity Recognition | Nov 10, 2019 | Chinese Named Entity RecognitionNamed Entity Recognition | CodeCode Available | 3 | 5 |
| WhisperNER: Unified Open Named Entity and Speech Recognition | Sep 12, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 3 | 5 |
| ERNIE: Enhanced Representation through Knowledge Integration | Apr 19, 2019 | Chinese Named Entity RecognitionChinese Sentence Pair Classification | CodeCode Available | 3 | 5 |
| GLiREL -- Generalist Model for Zero-Shot Relation Extraction | Jan 6, 2025 | modelnamed-entity-recognition | CodeCode Available | 3 | 5 |
| N-LTP: An Open-source Neural Language Technology Platform for Chinese | Sep 24, 2020 | Chinese Word SegmentationDependency Parsing | CodeCode Available | 3 | 5 |
| BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding | Oct 11, 2018 | Citation Intent ClassificationCommon Sense Reasoning | CodeCode Available | 3 | 5 |
| OWL: A Large Language Model for IT Operations | Sep 17, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| VNLP: Turkish NLP Package | Mar 2, 2024 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 2 | 5 |
| GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern Greek | Dec 11, 2024 | Dependency ParsingMorphological Tagging | CodeCode Available | 2 | 5 |
| Zshot: An Open-source Framework for Zero-Shot Named Entity Recognition and Relation Extraction | Jul 25, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 | 5 |
| TechGPT-2.0: A large language model project to solve the task of knowledge graph construction | Jan 9, 2024 | graph constructionLanguage Modeling | CodeCode Available | 2 | 5 |
| Foresight -- Generative Pretrained Transformer (GPT) for Modelling of Patient Timelines using EHRs | Dec 13, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 | 5 |
| T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition | Sep 9, 2022 | AllDomain Generalization | CodeCode Available | 2 | 5 |
| Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges | Apr 24, 2024 | Drug DesignInductive Bias | CodeCode Available | 2 | 5 |
| GPT-NER: Named Entity Recognition via Large Language Models | Apr 20, 2023 | Hallucinationnamed-entity-recognition | CodeCode Available | 2 | 5 |
| Rethinking Negative Instances for Generative Named Entity Recognition | Feb 26, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 | 5 |
| Sensitive Data Detection with High-Throughput Neural Network Models for Financial Institutions | Dec 17, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 | 5 |
| UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition | Aug 7, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 | 5 |
| ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT | Feb 20, 2023 | Event Extractionnamed-entity-recognition | CodeCode Available | 2 | 5 |
| Named Entity Recognition in Twitter: A Dataset and Analysis on Short-Term Temporal Shifts | Oct 7, 2022 | ArticlesLanguage Modeling | CodeCode Available | 2 | 5 |
| Towards Evaluating and Building Versatile Large Language Models for Medicine | Aug 22, 2024 | Multiple-choicenamed-entity-recognition | CodeCode Available | 2 | 5 |
| FLAT: Chinese NER Using Flat-Lattice Transformer | Apr 24, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 2 | 5 |
| GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer | Nov 14, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 | 5 |
| MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer | Apr 30, 2020 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 2 | 5 |
| Language Modelling with Pixels | Jul 14, 2022 | Language ModellingNamed Entity Recognition | CodeCode Available | 2 | 5 |
| CNMBERT: A Model for Converting Hanyu Pinyin Abbreviations to Chinese Characters | Nov 18, 2024 | fill-maskFill Mask | CodeCode Available | 2 | 5 |
| CLUENER2020: Fine-grained Named Entity Recognition Dataset and Benchmark for Chinese | Jan 13, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 2 | 5 |
| CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition | May 24, 2023 | DenoisingKnowledge Distillation | CodeCode Available | 2 | 5 |
| BERN2: an advanced neural biomedical named entity recognition and normalization tool | Jan 6, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 2 | 5 |
| Decomposed Meta-Learning for Few-Shot Named Entity Recognition | Apr 12, 2022 | Entity TypingFew-shot NER | CodeCode Available | 2 | 5 |
| GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction | Oct 5, 2023 | Event Argument ExtractionEvent Extraction | CodeCode Available | 2 | 5 |
| TweetNLP: Cutting-Edge Natural Language Processing for Social Media | Jun 29, 2022 | Language IdentificationNamed Entity Recognition | CodeCode Available | 2 | 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 |
| An Empirical Study of Pre-trained Transformers for Arabic Information Extraction | Apr 30, 2020 | Cross-Lingual TransferLanguage Modelling | 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 |
| A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection | Nov 2, 2016 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Finnish News Corpus for Named Entity Recognition | Aug 12, 2019 | Articlesnamed-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 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-entity-recognition | 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 |
| A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction | Feb 20, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines | Aug 24, 2023 | AllBoundary Detection | CodeCode Available | 1 | 5 |
| AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understanding | Dec 31, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based Technique | Sep 25, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
