| Towards Evaluating and Building Versatile Large Language Models for Medicine | Aug 22, 2024 | Multiple-choicenamed-entity-recognition | CodeCode Available | 2 |
| FLAT: Chinese NER Using Flat-Lattice Transformer | Apr 24, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 2 |
| GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer | Nov 14, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 2 |
| MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer | Apr 30, 2020 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 2 |
| Language Modelling with Pixels | Jul 14, 2022 | Language ModellingNamed Entity Recognition | CodeCode Available | 2 |
| CNMBERT: A Model for Converting Hanyu Pinyin Abbreviations to Chinese Characters | Nov 18, 2024 | fill-maskFill Mask | CodeCode Available | 2 |
| CLUENER2020: Fine-grained Named Entity Recognition Dataset and Benchmark for Chinese | Jan 13, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 2 |
| CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition | May 24, 2023 | DenoisingKnowledge Distillation | CodeCode Available | 2 |
| BERN2: an advanced neural biomedical named entity recognition and normalization tool | Jan 6, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 2 |
| Decomposed Meta-Learning for Few-Shot Named Entity Recognition | Apr 12, 2022 | Entity TypingFew-shot NER | CodeCode Available | 2 |
| GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction | Oct 5, 2023 | Event Argument ExtractionEvent Extraction | CodeCode Available | 2 |
| TweetNLP: Cutting-Edge Natural Language Processing for Social Media | Jun 29, 2022 | Language IdentificationNamed Entity Recognition | CodeCode Available | 2 |
| 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 |
| 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 Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | 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 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-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 Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | 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 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | 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 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | 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 |
| An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling | Sep 27, 2021 | Few-shot NERMeta-Learning | CodeCode Available | 1 |
