| 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 |
| PUnifiedNER: A Prompting-based Unified NER System for Diverse Datasets | Nov 27, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and Augmentation | Nov 18, 2022 | Conditional Text GenerationData Augmentation | CodeCode Available | 1 |
| ConNER: Consistency Training for Cross-lingual Named Entity Recognition | Nov 17, 2022 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 1 |
| Prompt-Based Metric Learning for Few-Shot NER | Nov 8, 2022 | 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 |
| Named Entity Recognition in Indian court judgments | Nov 7, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| TOE: A Grid-Tagging Discontinuous NER Model Enhanced by Embedding Tag/Word Relations and More Fine-Grained Tags | Nov 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Autoregressive Structured Prediction with Language Models | Oct 26, 2022 | Coreference ResolutionNamed Entity Recognition | CodeCode Available | 1 |
| Unsupervised Text Deidentification | Oct 20, 2022 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social Media | Oct 19, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| End-to-End Entity Detection with Proposer and Regressor | Oct 19, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial Documents | Oct 17, 2022 | BenchmarkingJoint Entity and Relation Extraction | CodeCode Available | 1 |
| Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition | Oct 14, 2022 | Data AugmentationDiversity | CodeCode Available | 1 |
| HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient Korea | Oct 11, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition | Oct 11, 2022 | Few-shot NERLow Resource Named Entity Recognition | CodeCode Available | 1 |
| Deep Span Representations for Named Entity Recognition | Oct 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition | Oct 8, 2022 | Causal InferenceContinual Learning | CodeCode Available | 1 |
| Distillation-Resistant Watermarking for Model Protection in NLP | Oct 7, 2022 | modelNamed Entity Recognition | CodeCode Available | 1 |
| COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition | Oct 1, 2022 | Contrastive Learningfew-shot-ner | CodeCode Available | 1 |
| METS-CoV: A Dataset of Medical Entity and Targeted Sentiment on COVID-19 Related Tweets | Sep 28, 2022 | Epidemiologynamed-entity-recognition | CodeCode Available | 1 |
| A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing | Sep 27, 2022 | ArticlesLanguage Modeling | CodeCode Available | 1 |
| Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based Technique | Sep 25, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| SCL-RAI: Span-based Contrastive Learning with Retrieval Augmented Inference for Unlabeled Entity Problem in NER | Sep 4, 2022 | Contrastive Learningnamed-entity-recognition | CodeCode Available | 1 |
| KoCHET: a Korean Cultural Heritage corpus for Entity-related Tasks | Sep 1, 2022 | Entity TypingManagement | CodeCode Available | 1 |
| Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning | Aug 30, 2022 | Contrastive LearningMetric Learning | CodeCode Available | 1 |
