| DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 | Mar 20, 2023 | BenchmarkingDe-identification | 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 |
| DiffusionNER: Boundary Diffusion for Named Entity Recognition | May 22, 2023 | Chinese Named Entity RecognitionDenoising | CodeCode Available | 1 | 5 |
| Discontinuous Named Entity Recognition as Maximal Clique Discovery | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training | Sep 10, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning | Mar 3, 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 |
| 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 | 5 |
| An Empirical Study of Pre-trained Transformers for Arabic Information Extraction | Apr 30, 2020 | Cross-Lingual TransferLanguage Modelling | 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 |
| DWIE: an entity-centric dataset for multi-task document-level information extraction | Sep 26, 2020 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 | 5 |
| Earnings-21: A Practical Benchmark for ASR in the Wild | Apr 22, 2021 | 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 |
| A Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Unified MRC Framework for Named Entity Recognition | Oct 25, 2019 | Chinese Named Entity RecognitionEntity Extraction using GAN | CodeCode Available | 1 | 5 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 | 5 |
| Empirical Analysis of Unlabeled Entity Problem in Named Entity Recognition | Dec 10, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| End-to-End Entity Detection with Proposer and Regressor | Oct 19, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| End-to-end Named Entity Recognition from English Speech | May 22, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | 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 |
| Enhanced Entity Annotations for Multilingual Corpora | Jun 1, 2022 | ArticlesEntity Linking | CodeCode Available | 1 | 5 |
| Beheshti-NER: Persian Named Entity Recognition Using BERT | Mar 19, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERT | Jul 9, 2021 | BenchmarkingDocument Classification | CodeCode Available | 1 | 5 |
| DataMUX: Data Multiplexing for Neural Networks | Feb 18, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 1 | 5 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | CodeCode Available | 1 | 5 |
| A Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | CodeCode Available | 1 | 5 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-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 |
| CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset | Oct 24, 2023 | Entity Linkingnamed-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 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | CodeCode Available | 1 | 5 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | 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 |
| A Neural Span-Based Continual Named Entity Recognition Model | Feb 23, 2023 | Continual LearningContinual Named 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 |
| Coarse-to-Fine Pre-training for Named Entity Recognition | Oct 16, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks | Oct 11, 2021 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Adaptive Fine-Tuning of Transformer-Based Language Models for Named Entity Recognition | Feb 5, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Boundary Smoothing for Named Entity Recognition | Apr 26, 2022 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| AlephBERT:A Hebrew Large Pre-Trained Language Model to Start-off your Hebrew NLP Application With | Apr 8, 2021 | Language ModelingLanguage Modelling | 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 Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining | May 6, 2020 | Multi-Task Learningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Multi-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition | Jul 17, 2024 | Grounded Multimodal Named Entity RecognitionMachine Reading Comprehension | 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 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| ANEA: Distant Supervision for Low-Resource Named Entity Recognition | Feb 25, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
