| 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 |
| Having Beer after Prayer? Measuring Cultural Bias in Large Language Models | May 23, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| calamanCy: A Tagalog Natural Language Processing Toolkit | Nov 13, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| HiNER: A Large Hindi Named Entity Recognition Dataset | Apr 28, 2022 | named-entity-recognitionNamed Entity Recognition | 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 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | 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 |
| Causal Distillation for Language Models | Dec 5, 2021 | Language ModelingLanguage Modelling | 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 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
| IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages | Nov 8, 2020 | Genre classificationMultiple-choice | 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 |
| Instance-Based Learning of Span Representations: A Case Study through Named Entity Recognition | Apr 29, 2020 | named-entity-recognitionNamed Entity Recognition | 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 |
| Interpretable Multi-dataset Evaluation for Named Entity Recognition | Nov 13, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Deep Active Learning for Named Entity Recognition | Jul 19, 2017 | Active LearningDecoder | 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 |
| Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition | Nov 1, 2020 | counterfactualnamed-entity-recognition | CodeCode Available | 1 | 5 |
| ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition | Dec 13, 2021 | Multi-modal Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing | Sep 27, 2022 | ArticlesLanguage Modeling | CodeCode Available | 1 | 5 |
| CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset | Oct 24, 2023 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| KALA: Knowledge-Augmented Language Model Adaptation | Apr 22, 2022 | Domain AdaptationGeneral Knowledge | CodeCode Available | 1 | 5 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 | 5 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-entity-recognition | 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 |
| A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition | Jan 2, 2021 | Low Resource Named Entity Recognitionnamed-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 |
| A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction | Feb 20, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors | May 9, 2023 | Code GenerationFew-Shot Learning | CodeCode Available | 1 | 5 |
| kNN-NER: Named Entity Recognition with Nearest Neighbor Search | Mar 31, 2022 | Few-Shot Learningnamed-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 |
| COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition | Oct 1, 2022 | Contrastive Learningfew-shot-ner | CodeCode Available | 1 | 5 |
| Deeper Task-Specificity Improves Joint Entity and Relation Extraction | Feb 15, 2020 | Joint Entity and Relation ExtractionMulti-Task Learning | 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 |
| Computer Science Named Entity Recognition in the Open Research Knowledge Graph | Mar 28, 2022 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| ConNER: Consistency Training for Cross-lingual Named Entity Recognition | Nov 17, 2022 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 1 | 5 |
| Learning In-context Learning for Named Entity Recognition | May 18, 2023 | Diversityfew-shot-ner | CodeCode Available | 1 | 5 |
| Lexicon Enhanced Chinese Sequence Labeling Using BERT Adapter | May 15, 2021 | named-entity-recognitionNamed 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 |
| Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on Generalization | Jan 22, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Developing a Named Entity Recognition Dataset for Tagalog | Nov 13, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
