| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | 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 |
| A Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | 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 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | 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 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 | 5 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-entity-recognition | CodeCode Available | 1 | 5 |
| BERTje: A Dutch BERT Model | Dec 19, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 | Mar 20, 2023 | BenchmarkingDe-identification | CodeCode Available | 1 | 5 |
| A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition | Jun 28, 2021 | named-entity-recognitionNamed 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 |
| From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot Contexts | May 5, 2023 | few-shot-nerFew-shot NER | CodeCode Available | 1 | 5 |
| A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER | Aug 28, 2023 | Contrastive Learningfew-shot-ner | 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 |
| 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 |
| A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition | Apr 11, 2022 | Contrastive LearningLow Resource Named Entity Recognition | 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 |
| Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition | Oct 8, 2022 | Causal InferenceContinual Learning | 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 |
| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 | 5 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Comparative Study of Pretrained Language Models for Long Clinical Text | Jan 27, 2023 | Clinical KnowledgeDocument 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 |
| 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 |
| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | CodeCode Available | 1 | 5 |
| Autoregressive Structured Prediction with Language Models | Oct 26, 2022 | Coreference ResolutionNamed Entity Recognition | 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 |
| Advances of Transformer-Based Models for News Headline Generation | Jul 9, 2020 | Headline Generationnamed-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 |
| 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 Neural Span-Based Continual Named Entity Recognition Model | Feb 23, 2023 | Continual LearningContinual Named Entity Recognition | CodeCode Available | 1 | 5 |
| A Large-Scale Chinese Multimodal NER Dataset with Speech Clues | Aug 1, 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 |
| Beheshti-NER: Persian Named Entity Recognition Using BERT | Mar 19, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-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 |
| Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction | Sep 14, 2021 | AllDependency Parsing | 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 |
| Code and Named Entity Recognition in StackOverflow | May 4, 2020 | named-entity-recognitionNamed Entity Recognition | 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 |
| BERTweet: A pre-trained language model for English Tweets | May 20, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| An Effective Transition-based Model for Discontinuous NER | Apr 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Few-Sample Named Entity Recognition for Security Vulnerability Reports by Fine-Tuning Pre-Trained Language Models | Aug 14, 2021 | named-entity-recognitionNamed Entity Recognition | 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 |
| Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition | Jun 17, 2024 | DiversityDomain Adaptation | CodeCode Available | 1 | 5 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | 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 |
