| Training sequence labeling models using prior knowledge | Sep 29, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Actionable Entities Recognition Benchmark for Interactive Fiction | Sep 28, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling | Sep 27, 2021 | Few-shot NERMeta-Learning | CodeCode Available | 1 |
| Text to Insight: Accelerating Organic Materials Knowledge Extraction via Deep Learning | Sep 27, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Feature-Rich Named Entity Recognition for Bulgarian Using Conditional Random Fields | Sep 26, 2021 | Miscellaneousnamed-entity-recognition | —Unverified | 0 |
| GERNERMED -- An Open German Medical NER Model | Sep 24, 2021 | Machine Translationmodel | CodeCode Available | 1 |
| Separating Retention from Extraction in the Evaluation of End-to-end Relation Extraction | Sep 24, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Named Entity Recognition and Classification on Historical Documents: A Survey | Sep 23, 2021 | Classificationnamed-entity-recognition | CodeCode Available | 1 |
| Breaking BERT: Understanding its Vulnerabilities for Named Entity Recognition through Adversarial Attack | Sep 23, 2021 | Adversarial AttackDecision Making | CodeCode Available | 0 |
| DialogueBERT: A Self-Supervised Learning based Dialogue Pre-training Encoder | Sep 22, 2021 | Dialogue UnderstandingEmotion Recognition | —Unverified | 0 |
| BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets | Sep 21, 2021 | Domain AdaptationLanguage Modeling | —Unverified | 0 |
| reproducing "ner and pos when nothing is capitalized" | Sep 17, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| The futility of STILTs for the classification of lexical borrowings in Spanish | Sep 17, 2021 | Language Identificationnamed-entity-recognition | —Unverified | 0 |
| Slot Filling for Biomedical Information Extraction | Sep 17, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Context-NER : Contextual Phrase Generation at Scale | Sep 16, 2021 | ContextNERLanguage Modelling | CodeCode Available | 1 |
| Improving Unsupervised Question Answering via Summarization-Informed Question Generation | Sep 16, 2021 | ArticlesDependency Parsing | —Unverified | 0 |
| MFE-NER: Multi-feature Fusion Embedding for Chinese Named Entity Recognition | Sep 16, 2021 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 0 |
| CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning | Sep 15, 2021 | Contrastive LearningFew-shot NER | CodeCode Available | 1 |
| Self-Training with Differentiable Teacher | Sep 15, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Low-Resource Named Entity Recognition Based on Multi-hop Dependency Trigger | Sep 15, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 0 |
| What are the attackers doing now? Automating cyber threat intelligence extraction from text on pace with the changing threat landscape: A survey | Sep 14, 2021 | ArticlesDecision Making | —Unverified | 0 |
| Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding | Sep 14, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction | Sep 14, 2021 | AllDependency Parsing | CodeCode Available | 1 |
| MDAPT: Multilingual Domain Adaptive Pretraining in a Single Model | Sep 14, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models | Sep 12, 2021 | Data Augmentationnamed-entity-recognition | CodeCode Available | 1 |
| Clinical Trial Information Extraction with BERT | Sep 11, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework | Sep 11, 2021 | Few-Shot Learningnamed-entity-recognition | —Unverified | 0 |
| AdaK-NER: An Adaptive Top-K Approach for Named Entity Recognition with Incomplete Annotations | Sep 11, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Efficient Test Time Adapter Ensembling for Low-resource Language Varieties | Sep 10, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 |
| AutoTriggER: Label-Efficient and Robust Named Entity Recognition with Auxiliary Trigger Extraction | Sep 10, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | —Unverified | 0 |
| Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training | Sep 10, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Truth Discovery in Sequence Labels from Crowds | Sep 9, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Semantic Parsing in Task-Oriented Dialog with Recursive Insertion-based Encoder | Sep 9, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 |
| Biomedical and Clinical Language Models for Spanish: On the Benefits of Domain-Specific Pretraining in a Mid-Resource Scenario | Sep 8, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models | Sep 4, 2021 | domain classificationnamed-entity-recognition | —Unverified | 0 |
| Data Augmentation for Cross-Domain Named Entity Recognition | Sep 4, 2021 | Cross-Domain Named Entity RecognitionData Augmentation | CodeCode Available | 1 |
| Empirical Study of Named Entity Recognition Performance Using Distribution-aware Word Embedding | Sep 3, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| An Open-Source Dataset and A Multi-Task Model for Malay Named Entity Recognition | Sep 3, 2021 | Boundary Detectionnamed-entity-recognition | —Unverified | 0 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| TR-SEQ: Named Entity Recognition Dataset for Turkish Search Engine Queries | Sep 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| ComboNER: A Lightweight All-In-One POS Tagger, Dependency Parser and NER | Sep 1, 2021 | AllDependency Parsing | —Unverified | 0 |
| Employing Wikipedia as a resource for Named Entity Recognition in Morphologically complex under-resourced languages | Sep 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| BERT-PersNER: A New Model for Persian Named Entity Recognition | Sep 1, 2021 | Active LearningMachine Translation | —Unverified | 0 |
| Multilingual Epidemic Event Extraction : From Simple Classification Methods to Open Information Extraction (OIE) and Ontology | Sep 1, 2021 | EpidemiologyEvent Extraction | —Unverified | 0 |
| Corpus Creation and Language Identification in Low-Resource Code-Mixed Telugu-English Text | Sep 1, 2021 | ClassificationLanguage Identification | —Unverified | 0 |
| Transfer Learning for Czech Historical Named Entity Recognition | Sep 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation | Sep 1, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 0 |
| Multi-Task Triplet Loss for Named Entity Recognition using Supplementary Text | Aug 31, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| TNNT: The Named Entity Recognition Toolkit | Aug 31, 2021 | graph constructionnamed-entity-recognition | CodeCode Available | 1 |