| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 |
| SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural Speech | Nov 19, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| MarkBERT: Marking Word Boundaries Improves Chinese BERT | Nov 16, 2021 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Zero-Shot Learning in Named-Entity Recognition with External Knowledge | Nov 15, 2021 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 1 |
| Focusing on Potential Named Entities During Active Label Acquisition | Nov 6, 2021 | Active Learningnamed-entity-recognition | CodeCode Available | 1 |
| ParsTwiNER: A Corpus for Named Entity Recognition at Informal Persian | Nov 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| WikiNEuRal: Combined Neural and Knowledge-based Silver Data Creation for Multilingual NER | Nov 1, 2021 | Domain AdaptationMultilingual Named Entity Recognition | CodeCode Available | 1 |
| Named Entity Recognition for Entity Linking: What Works and What’s Next | Nov 1, 2021 | Entity DisambiguationEntity Linking | CodeCode Available | 1 |
| Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages | Nov 1, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Label-Descriptive Patterns and Their Application to Characterizing Classification Errors | Oct 18, 2021 | Descriptivenamed-entity-recognition | CodeCode Available | 1 |
| Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER | Oct 16, 2021 | Domain AdaptationFew-Shot Text Classification | CodeCode Available | 1 |
| Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition | Oct 14, 2021 | Classificationnamed-entity-recognition | CodeCode Available | 1 |
| Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks | Oct 11, 2021 | Constituency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising Learning | Oct 9, 2021 | Denoisingnamed-entity-recognition | CodeCode Available | 1 |
| MatSciBERT: A Materials Domain Language Model for Text Mining and Information Extraction | Sep 30, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| 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 |
| GERNERMED -- An Open German Medical NER Model | Sep 24, 2021 | Machine Translationmodel | CodeCode Available | 1 |
| Named Entity Recognition and Classification on Historical Documents: A Survey | Sep 23, 2021 | Classificationnamed-entity-recognition | CodeCode Available | 1 |
| Context-NER : Contextual Phrase Generation at Scale | Sep 16, 2021 | ContextNERLanguage Modelling | CodeCode Available | 1 |
| CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning | Sep 15, 2021 | Contrastive LearningFew-shot NER | 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 |
| 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 |
| Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training | Sep 10, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Efficient Test Time Adapter Ensembling for Low-resource Language Varieties | Sep 10, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 |
