| A New Multifractal-based Deep Learning Model for Text Mining | Nov 27, 2021 | Chinese Named Entity RecognitionDeep Learning | —Unverified | 0 |
| KazNERD: Kazakh Named Entity Recognition Dataset | Nov 26, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Temporal Effects on Pre-trained Models for Language Processing Tasks | Nov 24, 2021 | Domain AdaptationExperimental Design | CodeCode Available | 0 |
| Few-shot Named Entity Recognition with Cloze Questions | Nov 24, 2021 | Few-Shot Learningnamed-entity-recognition | —Unverified | 0 |
| CL-NERIL: A Cross-Lingual Model for NER in Indian Languages | Nov 23, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 |
| Improving Tagging Consistency and Entity Coverage for Chemical Identification in Full-text Articles | Nov 20, 2021 | Articlesnamed-entity-recognition | —Unverified | 0 |
| Textbook to triples: Creating knowledge graph in the form of triples from AI TextBook | Nov 20, 2021 | Formnamed-entity-recognition | —Unverified | 0 |
| SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural Speech | Nov 19, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition | Nov 16, 2021 | Cross-Lingual NERKnowledge Distillation | CodeCode Available | 0 |
| Explicit Modeling the Context for Chinese NER | Nov 16, 2021 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Towards Building Automatic Medical Consultation System: Framework, Task and Dataset | Nov 16, 2021 | Dialogue Act ClassificationDialogue Understanding | —Unverified | 0 |
| Distill and Calibrate: Denoising Inconsistent Labeling Instances for Chinese Named Entity Recognition | Nov 16, 2021 | Chinese Named Entity RecognitionDenoising | —Unverified | 0 |
| Distantly Supervised Named Entity Recognition with Category-Oriented Confidence Calibration | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing | Nov 16, 2021 | Constituency ParsingEntity Typing | —Unverified | 0 |
| Topic Sentence Named Entity Recognition: A New Task with Its Dataset and Benchmarks | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Computer Science Articles Named Entity Recognition Datasets: Survey and Our Recent Development | Nov 16, 2021 | Articlesnamed-entity-recognition | —Unverified | 0 |
| Textual Entailment with Dynamic Contrastive Learning for Zero-shot NER | Nov 16, 2021 | Contrastive Learningnamed-entity-recognition | —Unverified | 0 |
| Multi-Granularity Contrastive Knowledge Distillation for Multimodal Named Entity Recognition | Nov 16, 2021 | Knowledge DistillationMulti-modal Named Entity Recognition | —Unverified | 0 |
| CBLUE: A Chinese Biomedical Language Understanding EvaluationBenchmark | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Lifting the Curse of Multilinguality by Pre-training Modular Transformers | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Phone-ing it in: Towards Flexible Multi-Modal Language Model Training by Phonetic Representations of Data | Nov 16, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Boundary Smoothing for Named Entity Recognition | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Slot Filling for Biomedical Information Extraction | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| MarkBERT: Marking Word Boundaries Improves Chinese BERT | Nov 16, 2021 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| TableIE: Capture the Interactions among Joint Information Extraction Explicitly via Double Tables | Nov 16, 2021 | Event Extractionnamed-entity-recognition | —Unverified | 0 |
| SegMix: A Simple Structure-Aware Data Augmentation Method | Nov 16, 2021 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| KALA: Knowledge-Augmented Language Model Adaptation | Nov 16, 2021 | Domain AdaptationGeneral Knowledge | —Unverified | 0 |
| AutoTriggER: Named Entity Recognition with Auxiliary Trigger Extraction | Nov 16, 2021 | Low Resource Named Entity Recognitionnamed-entity-recognition | —Unverified | 0 |
| DAML: Chinese Named Entity Recognition with a fusion method of data-augmentation and meta-learning | Nov 16, 2021 | Chinese Named Entity RecognitionData Augmentation | —Unverified | 0 |
| Cross-domain Named Entity Recognition via Graph Matching | Nov 16, 2021 | Cross-Domain Named Entity RecognitionFew-Shot Learning | —Unverified | 0 |
| Question Answering Infused Pre-training of General-Purpose Contextualized Representations | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition | Nov 16, 2021 | Contrastive LearningLow Resource Named Entity Recognition | —Unverified | 0 |
| Listen to Both Sides and be Enlightened! -- Hierarchical Modality Fusion Network for Entity and Relation Extraction | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER | Nov 16, 2021 | Domain AdaptationFew-Shot Text Classification | —Unverified | 0 |
| Are We NER Yet? Measuring the Impact of ASR Errors on Named Entity Recognition in Spontaneous Conversation Transcripts | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition | Nov 16, 2021 | Classificationnamed-entity-recognition | —Unverified | 0 |
| KinyaBERT: a Morphology-aware Kinyarwanda Language Model | Nov 16, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Simple yet Powerful: An Overlooked Architecture for Nested Named Entity Recognition | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Few-Shot Named Entity Recognition with Biaffine Span Representation | Nov 16, 2021 | Few-shot NERNamed Entity Recognition | —Unverified | 0 |
| TextMosaic: A New Data Augmentation Method for Named Entity Recognition Using Document-Level Contexts | Nov 16, 2021 | Data AugmentationGPU | —Unverified | 0 |
| Rethinking Negative Sampling for Handling Missing Entity Annotations | Nov 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis | Nov 16, 2021 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | —Unverified | 0 |
| Few-shot Named Entity Recognition with Joint Token and Sentence Awareness | Nov 16, 2021 | Few-Shot LearningFew-shot NER | —Unverified | 0 |
| Zero-Shot Learning in Named-Entity Recognition with External Knowledge | Nov 15, 2021 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 1 |
| DataWords: Getting Contrarian with Text, Structured Data and Explanations | Nov 9, 2021 | Classificationnamed-entity-recognition | —Unverified | 0 |
| The overview of the NLM-Chem BioCreative VII track: full-text chemical identification and indexing in PubMed articles | Nov 8, 2021 | ArticlesChemical Entity Recognition | —Unverified | 0 |
| Focusing on Potential Named Entities During Active Label Acquisition | Nov 6, 2021 | Active Learningnamed-entity-recognition | CodeCode Available | 1 |