| An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining | May 6, 2020 | Multi-Task Learningnamed-entity-recognition | CodeCode Available | 1 |
| FinBERT-MRC: financial named entity recognition using BERT under the machine reading comprehension paradigm | May 31, 2022 | Machine Reading Comprehensionnamed-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 |
| Bioformer: an efficient transformer language model for biomedical text mining | Feb 3, 2023 | ArticlesDocument Classification | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization | Aug 1, 2021 | Knowledge GraphsMedical Named Entity Recognition | CodeCode Available | 1 |
| Better Feature Integration for Named Entity Recognition | Apr 12, 2021 | named-entity-recognitionNamed 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 |
| A Large-Scale Chinese Multimodal NER Dataset with Speech Clues | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition | Jun 17, 2024 | DiversityDomain Adaptation | 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 |
| Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER | Oct 16, 2021 | Domain AdaptationFew-Shot Text Classification | CodeCode Available | 1 |
| BERTweet: A pre-trained language model for English Tweets | May 20, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | May 7, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| A Finnish News Corpus for Named Entity Recognition | Aug 12, 2019 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets | Nov 16, 2023 | named-entity-recognitionNamed 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 |
| HEProto: A Hierarchical Enhancing ProtoNet based on Multi-Task Learning for Few-shot Named Entity Recognition | Oct 21, 2023 | Contrastive LearningFew-shot NER | CodeCode Available | 1 |
| An Empirical Study of Pre-trained Transformers for Arabic Information Extraction | Apr 30, 2020 | Cross-Lingual TransferLanguage Modelling | CodeCode Available | 1 |
| hmBERT: Historical Multilingual Language Models for Named Entity Recognition | May 31, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection | Nov 2, 2016 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| How Low is Too Low? A Computational Perspective on Extremely Low-Resource Languages | May 30, 2021 | Machine Translationnamed-entity-recognition | CodeCode Available | 1 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-entity-recognition | CodeCode Available | 1 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | CodeCode Available | 1 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
