| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | 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 Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| DANIEL: A fast Document Attention Network for Information Extraction and Labelling of handwritten documents | Jul 12, 2024 | Document Layout Analysisdocument understanding | CodeCode Available | 1 | 5 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | 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 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| A Sequence-to-Set Network for Nested Named Entity Recognition | May 19, 2021 | Decodernamed-entity-recognition | 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 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | 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 |
| Developing a Named Entity Recognition Dataset for Tagalog | Nov 13, 2023 | named-entity-recognitionNamed 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 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 |
| 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 |
| DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical Research | Sep 4, 2023 | Articlesnamed-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 |
| Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition | Oct 8, 2022 | Causal InferenceContinual Learning | 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 |
| Domain specific BERT representation for Named Entity Recognition of lab protocol | Dec 21, 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 MRC Framework for Named Entity Recognition | Oct 25, 2019 | Chinese Named Entity RecognitionEntity Extraction using GAN | 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 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | 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 |
| ELECTRAMed: a new pre-trained language representation model for biomedical NLP | Apr 19, 2021 | Drug–drug Interaction ExtractionLanguage Modeling | 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 |
| Empirical Study of Zero-Shot NER with ChatGPT | Oct 16, 2023 | Arithmetic Reasoningnamed-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 Named Entity Recognition from English Speech | May 22, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition | May 29, 2023 | Deep Learningnamed-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 |
| Beheshti-NER: Persian Named Entity Recognition Using BERT | Mar 19, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines | Aug 24, 2023 | AllBoundary Detection | 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 |
| Coarse-to-Fine Pre-training for Named Entity Recognition | Oct 16, 2020 | 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 |
| Evaluating Named Entity Recognition Using Few-Shot Prompting with Large Language Models | Aug 28, 2024 | In-Context Learningnamed-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 |
| A Label-Aware Autoregressive Framework for Cross-Domain NER | Jul 1, 2022 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 | 5 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 | 5 |
| Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph Parsing | Dec 6, 2021 | Chinese Word Segmentationnamed-entity-recognition | CodeCode Available | 1 | 5 |
| An Effective Transition-based Model for Discontinuous NER | Apr 28, 2020 | modelnamed-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 |
| An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition | Aug 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts | Apr 10, 2022 | Cross-Lingual TransferDe-identification | CodeCode Available | 1 | 5 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | Jan 25, 2019 | Drug–drug Interaction ExtractionFew-Shot Learning | 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 |
