| 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 |
| A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction | Feb 20, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Bioformer: an efficient transformer language model for biomedical text mining | Feb 3, 2023 | ArticlesDocument Classification | CodeCode Available | 1 |
| Bipartite Flat-Graph Network for Nested Named Entity Recognition | May 1, 2020 | named-entity-recognitionNamed Entity Recognition | 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 |
| Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition | Jun 17, 2024 | DiversityDomain Adaptation | 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 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | 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 Label-Aware Autoregressive Framework for Cross-Domain NER | Jul 1, 2022 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | 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 |
| Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising Learning | Oct 9, 2021 | Denoisingnamed-entity-recognition | CodeCode Available | 1 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | CodeCode Available | 1 |
| Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning | May 8, 2021 | Chinese Named Entity RecognitionChunking | CodeCode Available | 1 |
| Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information | Oct 29, 2020 | Chinese Named Entity Recognitionnamed-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 |
| Improving Sequence Tagging for Vietnamese Text Using Transformer-based Neural Models | Jun 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models | Oct 17, 2023 | Document-level Relation ExtractionFew-Shot Learning | CodeCode Available | 1 |
| IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages | Nov 8, 2020 | Genre classificationMultiple-choice | CodeCode Available | 1 |
| InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER | Mar 8, 2022 | Entity TypingFew-Shot Learning | 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 |
| Introducing RONEC -- the Romanian Named Entity Corpus | Sep 3, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Introducing RONEC - the Romanian Named Entity Corpus | May 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| iobes: Library for Span Level Processing | Nov 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition | Dec 13, 2021 | Multi-modal Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Better Feature Integration for Named Entity Recognition | Apr 12, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
| KLEJ: Comprehensive Benchmark for Polish Language Understanding | May 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| KLUE: Korean Language Understanding Evaluation | May 20, 2021 | Dependency ParsingDialogue State Tracking | CodeCode Available | 1 |
| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 |
| KoCHET: a Korean Cultural Heritage corpus for Entity-related Tasks | Sep 1, 2022 | Entity TypingManagement | 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 |
| Label-Guided In-Context Learning for Named Entity Recognition | May 29, 2025 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| Label Supervised LLaMA Finetuning | Oct 2, 2023 | GPUnamed-entity-recognition | CodeCode Available | 1 |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | Jan 25, 2019 | Drug–drug Interaction ExtractionFew-Shot Learning | CodeCode Available | 1 |
| Learning Transformer Programs | Jun 1, 2023 | In-Context LearningInterpretable Machine Learning | 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 |
| Lexicon Enhanced Chinese Sequence Labeling Using BERT Adapter | May 15, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision | Jun 28, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |