| BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision | Jun 28, 2020 | Language ModelingLanguage Modelling | 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 |
| ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER | Jun 1, 2023 | Data AugmentationDenoising | CodeCode Available | 1 | 5 |
| calamanCy: A Tagalog Natural Language Processing Toolkit | Nov 13, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| GREEK-BERT: The Greeks visiting Sesame Street | Aug 27, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| AraBERT: Transformer-based Model for Arabic Language Understanding | Feb 28, 2020 | modelnamed-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 |
| CAMeL Tools: An Open Source Python Toolkit for Arabic Natural Language Processing | May 1, 2020 | Arabic Sentiment AnalysisArabic Text Diacritization | CodeCode Available | 1 | 5 |
| Hero-Gang Neural Model For Named Entity Recognition | May 15, 2022 | modelnamed-entity-recognition | CodeCode Available | 1 | 5 |
| HiNER: A Large Hindi Named Entity Recognition Dataset | Apr 28, 2022 | 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 |
| Causal Distillation for Language Models | Dec 5, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 | 5 |
| HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient Korea | Oct 11, 2022 | named-entity-recognitionNamed 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 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information | Jun 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising Learning | Oct 9, 2021 | Denoisingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | 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 |
| Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models | Oct 17, 2023 | Document-level Relation ExtractionFew-Shot Learning | CodeCode Available | 1 | 5 |
| IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages | Nov 8, 2020 | Genre classificationMultiple-choice | CodeCode Available | 1 | 5 |
| CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset | Oct 24, 2023 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 | 5 |
| Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences | Jan 27, 2022 | Clinical KnowledgeDocument Classification | 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 |
