| An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining | May 6, 2020 | Multi-Task Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Hero-Gang Neural Model For Named Entity Recognition | May 15, 2022 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
| CAMeL Tools: An Open Source Python Toolkit for Arabic Natural Language Processing | May 1, 2020 | Arabic Sentiment AnalysisArabic Text Diacritization | CodeCode Available | 1 | 5 |
| An end to end approach for brand recognition in product titles with BI-LSTM-CRF | Jan 16, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Identifying Incorrect Labels in the CoNLL-2003 Corpus | Nov 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling | Sep 27, 2021 | Few-shot NERMeta-Learning | CodeCode Available | 1 | 5 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer | Jul 1, 2020 | multimodal interactionMulti-modal Named Entity Recognition | CodeCode Available | 1 | 5 |
| Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning | May 8, 2021 | Chinese Named Entity RecognitionChunking | CodeCode Available | 1 | 5 |
| Improving Neural Named Entity Recognition with Gazetteers | Mar 6, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Improving Pseudo Labels with Global-Local Denoising Framework for Cross-lingual Named Entity Recognition | Jun 3, 2024 | Cross-Lingual NERDenoising | CodeCode Available | 1 | 5 |
| A Finnish News Corpus for Named Entity Recognition | Aug 12, 2019 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| A Neural Span-Based Continual Named Entity Recognition Model | Feb 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 | 5 |
| Information Extraction of Clinical Trial Eligibility Criteria | Jun 12, 2020 | ClusteringDiversity | CodeCode Available | 1 | 5 |
| An Empirical Study of Pre-trained Transformers for Arabic Information Extraction | Apr 30, 2020 | Cross-Lingual TransferLanguage Modelling | CodeCode Available | 1 | 5 |
| InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER | Mar 8, 2022 | Entity TypingFew-Shot Learning | CodeCode Available | 1 | 5 |
| A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection | Nov 2, 2016 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset | Oct 24, 2023 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | CodeCode Available | 1 | 5 |
| ConNER: Consistency Training for Cross-lingual Named Entity Recognition | Nov 17, 2022 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 1 | 5 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 | 5 |
| A Label-Aware Autoregressive Framework for Cross-Domain NER | Jul 1, 2022 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language Understanding | Apr 9, 2023 | Document Classificationnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling | Apr 24, 2020 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Deep Span Representations for Named Entity Recognition | Oct 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 | Mar 20, 2023 | BenchmarkingDe-identification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Computer Science Named Entity Recognition in the Open Research Knowledge Graph | Mar 28, 2022 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 | 5 |
| Computationally Efficient NER Taggers with Combined Embeddings and Constrained Decoding | Jan 5, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| KIND: an Italian Multi-Domain Dataset for Named Entity Recognition | Dec 30, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| KLEJ: Comprehensive Benchmark for Polish Language Understanding | May 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| KLUE: Korean Language Understanding Evaluation | May 20, 2021 | Dependency ParsingDialogue State Tracking | CodeCode Available | 1 | 5 |
| CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning | Sep 15, 2021 | Contrastive LearningFew-shot NER | CodeCode Available | 1 | 5 |
| Label-Descriptive Patterns and Their Application to Characterizing Classification Errors | Oct 18, 2021 | Descriptivenamed-entity-recognition | CodeCode Available | 1 | 5 |
| DiffusionNER: Boundary Diffusion for Named Entity Recognition | May 22, 2023 | Chinese Named Entity RecognitionDenoising | CodeCode Available | 1 | 5 |
| Label Supervised LLaMA Finetuning | Oct 2, 2023 | GPUnamed-entity-recognition | CodeCode Available | 1 | 5 |
| A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation Queries | Mar 13, 2023 | Music Recommendationnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Learning In-context Learning for Named Entity Recognition | May 18, 2023 | Diversityfew-shot-ner | CodeCode Available | 1 | 5 |
| Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on Generalization | Jan 22, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Learning Transformer Programs | Jun 1, 2023 | In-Context LearningInterpretable Machine Learning | CodeCode Available | 1 | 5 |
| Continual Named Entity Recognition without Catastrophic Forgetting | Oct 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 | 5 |
| Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based Technique | Sep 25, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition | Oct 1, 2022 | Contrastive Learningfew-shot-ner | CodeCode Available | 1 | 5 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
