| E-NER: Evidential Deep Learning for Trustworthy Named Entity Recognition | May 29, 2023 | Deep Learningnamed-entity-recognition | CodeCode Available | 1 |
| Enhanced Entity Annotations for Multilingual Corpora | Jun 1, 2022 | ArticlesEntity Linking | CodeCode Available | 1 |
| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | CodeCode Available | 1 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 1 |
| Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction | Sep 14, 2021 | AllDependency Parsing | CodeCode Available | 1 |
| Example-Based Named Entity Recognition | Aug 24, 2020 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 1 |
| A Dataset of German Legal Documents for Named Entity Recognition | Mar 29, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition | Aug 24, 2022 | Cross-Domain Named Entity RecognitionData Augmentation | CodeCode Available | 1 |
| 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 |
| fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP | Sep 18, 2020 | Chinese Word SegmentationDependency Parsing | CodeCode Available | 1 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | CodeCode Available | 1 |
| Few-Shot Named Entity Recognition: A Comprehensive Study | Dec 29, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| FGN: Fusion Glyph Network for Chinese Named Entity Recognition | Jan 15, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Filtered Semi-Markov CRF | Nov 29, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| ConNER: Consistency Training for Cross-lingual Named Entity Recognition | Nov 17, 2022 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 1 |
| FiNER-ORD: Financial Named Entity Recognition Open Research Dataset | Feb 22, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Focusing on Potential Named Entities During Active Label Acquisition | Nov 6, 2021 | Active Learningnamed-entity-recognition | CodeCode Available | 1 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| AISHELL-NER: Named Entity Recognition from Chinese Speech | Feb 17, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks | May 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-entity-recognition | CodeCode Available | 1 |
| Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | May 7, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Causal Distillation for Language Models | Dec 5, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark | Jun 15, 2021 | Intent ClassificationMedical Concept Normalization | CodeCode Available | 1 |
| GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets | Nov 16, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERT | Jul 9, 2021 | BenchmarkingDocument Classification | CodeCode Available | 1 |
| 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 |
| 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 |
| hmBERT: Historical Multilingual Language Models for Named Entity Recognition | May 31, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| 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 |
| HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient Korea | Oct 11, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| IITKGP at W-NUT 2020 Shared Task-1: Domain specific BERT representation for Named Entity Recognition of lab protocol | Nov 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| 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 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information | Oct 29, 2020 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Improving Neural Named Entity Recognition with Gazetteers | Mar 6, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| A Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Improving Vietnamese Named Entity Recognition from Speech Using Word Capitalization and Punctuation Recovery Models | Oct 1, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages | Nov 8, 2020 | Genre classificationMultiple-choice | CodeCode Available | 1 |
| Information Extraction of Clinical Trial Eligibility Criteria | Jun 12, 2020 | ClusteringDiversity | CodeCode Available | 1 |
| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| Interpretable Multi-dataset Evaluation for Named Entity Recognition | Nov 13, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Introducing RONEC - the Romanian Named Entity Corpus | May 1, 2020 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition | Jun 12, 2003 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| Boundary Smoothing for Named Entity Recognition | Apr 26, 2022 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition | May 26, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| A Unified Generative Framework for Various NER Subtasks | Jun 2, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| AIONER: All-in-one scheme-based biomedical named entity recognition using deep learning | Nov 30, 2022 | AllMulti-Task Learning | CodeCode Available | 1 |