| Domain-Specific NER via Retrieving Correlated Samples | Aug 27, 2022 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 | 5 |
| Discontinuous Named Entity Recognition as Maximal Clique Discovery | Jun 1, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
| 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 |
| MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs | Apr 18, 2021 | Abstractive Text SummarizationMachine Translation | CodeCode Available | 1 | 5 |
| Multi-features based Semantic Augmentation Networks for Named Entity Recognition in Threat Intelligence | Jul 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social Media | Oct 19, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Advances of Transformer-Based Models for News Headline Generation | Jul 9, 2020 | Headline Generationnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Detecting Potential Topics In News Using BERT, CRF and Wikipedia | Feb 26, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| An Analysis of Simple Data Augmentation for Named Entity Recognition | Oct 22, 2020 | Data Augmentationnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Developing a Named Entity Recognition Dataset for Tagalog | Nov 13, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations | Oct 15, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Autoregressive Structured Prediction with Language Models | Oct 26, 2022 | Coreference ResolutionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| DiffusionNER: Boundary Diffusion for Named Entity Recognition | May 22, 2023 | Chinese Named Entity RecognitionDenoising | CodeCode Available | 1 | 5 |
| Named Entity Recognition as Dependency Parsing | May 14, 2020 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| AIONER: All-in-one scheme-based biomedical named entity recognition using deep learning | Nov 30, 2022 | AllMulti-Task Learning | CodeCode Available | 1 | 5 |
| DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical Research | Sep 4, 2023 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Named Entity Recognition without Labelled Data: A Weak Supervision Approach | Apr 30, 2020 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data | Jun 16, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines | Aug 24, 2023 | AllBoundary Detection | 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 |
| NEREL: A Russian Dataset with Nested Named Entities, Relations and Events | Aug 30, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
| Distillation-Resistant Watermarking for Model Protection in NLP | Oct 7, 2022 | modelNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition | Oct 8, 2022 | Causal InferenceContinual Learning | CodeCode Available | 1 | 5 |
| Neural Modeling for Named Entities and Morphology (NEMO^2) | Jul 30, 2020 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 | 5 |
| BERTje: A Dutch BERT Model | Dec 19, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Noisy-Labeled NER with Confidence Estimation | Apr 9, 2021 | 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 |
| Object-aware Multimodal Named Entity Recognition in Social Media Posts with Adversarial Learning | Aug 3, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 | 5 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 | 5 |
| Beheshti-NER: Persian Named Entity Recognition Using BERT | Mar 19, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Parameter Space Factorization for Zero-Shot Learning across Tasks and Languages | Jan 30, 2020 | Cross-Lingual Transfernamed-entity-recognition | 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 |
| DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical Domain | Feb 20, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| An Effective Transition-based Model for Discontinuous NER | Apr 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
| ParsBERT: Transformer-based Model for Persian Language Understanding | May 26, 2020 | modelNamed Entity Recognition | 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 |
| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | CodeCode Available | 1 | 5 |
| An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition | Aug 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Can images help recognize entities? A study of the role of images for Multimodal NER | Oct 23, 2020 | Image Captioningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Efficient Test Time Adapter Ensembling for Low-resource Language Varieties | Sep 10, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 | 5 |
| Polyglot Prompt: Multilingual Multitask PrompTraining | Apr 29, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for Maltese | May 21, 2022 | Cross-Lingual TransferDependency Parsing | CodeCode Available | 1 | 5 |
| BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition | May 26, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Few-shot Named Entity Recognition with Self-describing Networks | Mar 23, 2022 | Few-shot NERNamed Entity Recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
