| Learning In-context Learning for Named Entity Recognition | May 18, 2023 | Diversityfew-shot-ner | CodeCode Available | 1 |
| MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema Modeling | May 14, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Benchmarking large language models for biomedical natural language processing applications and recommendations | May 10, 2023 | BenchmarkingDocument Classification | CodeCode Available | 1 |
| CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors | May 9, 2023 | Code GenerationFew-Shot Learning | 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 |
| ViMQ: A Vietnamese Medical Question Dataset for Healthcare Dialogue System Development | Apr 27, 2023 | intent-classificationIntent Classification | CodeCode Available | 1 |
| FindVehicle and VehicleFinder: A NER dataset for natural language-based vehicle retrieval and a keyword-based cross-modal vehicle retrieval system | Apr 21, 2023 | CPUGPU | CodeCode Available | 1 |
| MasakhaNEWS: News Topic Classification for African languages | Apr 19, 2023 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| 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 |
| Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language Understanding | Apr 9, 2023 | Document Classificationnamed-entity-recognition | CodeCode Available | 1 |
| Improving Large Language Models for Clinical Named Entity Recognition via Prompt Engineering | Mar 29, 2023 | Few-Shot LearningLanguage Modelling | CodeCode Available | 1 |
| DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 | Mar 20, 2023 | BenchmarkingDe-identification | 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 |
| A Neural Span-Based Continual Named Entity Recognition Model | Feb 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 |
| FiNER-ORD: Financial Named Entity Recognition Open Research Dataset | Feb 22, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Meta-Learning Triplet Network with Adaptive Margins for Few-Shot Named Entity Recognition | Feb 14, 2023 | few-shot-nerFew-shot NER | CodeCode Available | 1 |
| Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition | Feb 13, 2023 | Contrastive LearningFew-shot NER | CodeCode Available | 1 |
| Lightweight Transformers for Clinical Natural Language Processing | Feb 9, 2023 | Continual LearningKnowledge Distillation | CodeCode Available | 1 |
| Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure Parsing | Feb 5, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| Bioformer: an efficient transformer language model for biomedical text mining | Feb 3, 2023 | ArticlesDocument Classification | CodeCode Available | 1 |
| A Comparative Study of Pretrained Language Models for Long Clinical Text | Jan 27, 2023 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 |
| ViDeBERTa: A powerful pre-trained language model for Vietnamese | Jan 25, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Naamapadam: A Large-Scale Named Entity Annotated Data for Indic Languages | Dec 20, 2022 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| AIONER: All-in-one scheme-based biomedical named entity recognition using deep learning | Nov 30, 2022 | AllMulti-Task Learning | CodeCode Available | 1 |
| Joint Multimodal Entity-Relation Extraction Based on Edge-enhanced Graph Alignment Network and Word-pair Relation Tagging | Nov 28, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 1 |
