| NEREL: A Russian Dataset with Nested Named Entities, Relations and Events | Aug 30, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Probing Pre-trained Auto-regressive Language Models for Named Entity Typing and Recognition | Aug 26, 2021 | Entity TypingFew-shot NER | CodeCode Available | 0 |
| Data Augmentation for Low-Resource Named Entity Recognition Using Backtranslation | Aug 26, 2021 | Data AugmentationLow Resource Named Entity Recognition | CodeCode Available | 0 |
| Rethinking Negative Sampling for Handling Missing Entity Annotations | Aug 26, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Position-Invariant Truecasing with a Word-and-Character Hierarchical Recurrent Neural Network | Aug 26, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Deploying a BERT-based Query-Title Relevance Classifier in a Production System: a View from the Trenches | Aug 23, 2021 | CPUData Augmentation | —Unverified | 0 |
| UzBERT: pretraining a BERT model for Uzbek | Aug 22, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific Articles | Aug 20, 2021 | ArticlesEntity Disambiguation | CodeCode Available | 1 |
| QUEACO: Borrowing Treasures from Weakly-labeled Behavior Data for Query Attribute Value Extraction | Aug 19, 2021 | AttributeAttribute Value Extraction | —Unverified | 0 |
| De-identification of Unstructured Clinical Texts from Sequence to Sequence Perspective | Aug 18, 2021 | De-identificationnamed-entity-recognition | —Unverified | 0 |
| MobIE: A German Dataset for Named Entity Recognition, Entity Linking and Relation Extraction in the Mobility Domain | Aug 16, 2021 | Entity LinkingMulti-Task Learning | CodeCode Available | 1 |
| Partially Supervised Named Entity Recognition via the Expected Entity Ratio Loss | Aug 16, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| DEXTER: Deep Encoding of External Knowledge for Named Entity Recognition in Virtual Assistants | Aug 15, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| MMOCR: A Comprehensive Toolbox for Text Detection, Recognition and Understanding | Aug 14, 2021 | Key Information Extractionnamed-entity-recognition | —Unverified | 0 |
| Few-Sample Named Entity Recognition for Security Vulnerability Reports by Fine-Tuning Pre-Trained Language Models | Aug 14, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Extracting Semantics from Maintenance Records | Aug 11, 2021 | Language Modellingnamed-entity-recognition | —Unverified | 0 |
| An Intelligent Recommendation-cum-Reminder System | Aug 9, 2021 | Information RetrievalMachine Reading Comprehension | —Unverified | 0 |
| Lights, Camera, Action! A Framework to Improve NLP Accuracy over OCR documents | Aug 6, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| With One Voice: Composing a Travel Voice Assistant from Re-purposed Models | Aug 4, 2021 | BIG-bench Machine Learningnamed-entity-recognition | —Unverified | 0 |
| An Empirical Study of UMLS Concept Extraction from Clinical Notes using Boolean Combination Ensembles | Aug 4, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Preserving Cross-Linguality of Pre-trained Models via Continual Learning | Aug 1, 2021 | Continual Learningnamed-entity-recognition | —Unverified | 0 |
| Active Curriculum Learning | Aug 1, 2021 | Active LearningInformativeness | —Unverified | 0 |
| The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Multi-Task Approach for Improving Biomedical Named Entity Recognition by Incorporating Multi-Granularity information | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Toward Fully Exploiting Heterogeneous Corpus:A Decoupled Named Entity Recognition Model with Two-stage Training | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Constrained Labeled Data Generation for Low-Resource Named Entity Recognition | Aug 1, 2021 | Cross-Lingual NERLow Resource Named Entity Recognition | —Unverified | 0 |
| Named Entity Recognition through Deep Representation Learning and Weak Supervision | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Named Entity Recognition via Noise Aware Training Mechanism with Data Filter | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| 融入篇章信息的文学作品命名实体识别(Document-level Literary Named Entity Recognition) | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Morphological Analysis Corpus Construction of Uyghur | Aug 1, 2021 | LEMMALemmatization | —Unverified | 0 |
| 基于多任务标签一致性机制的中文命名实体识别(Chinese Named Entity Recognition based on Multi-task Label Consistency Mechanism) | Aug 1, 2021 | Chinese Named Entity Recognitionnamed-entity-recognition | —Unverified | 0 |
| Improving Low-Resource Named Entity Recognition via Label-Aware Data Augmentation and Curriculum Denoising | Aug 1, 2021 | Data AugmentationDenoising | —Unverified | 0 |
| Attribute Value Generation from Product Title using Language Models | Aug 1, 2021 | AttributeAttribute Value Extraction | —Unverified | 0 |
| Meta-Learning for Few-Shot Named Entity Recognition | Aug 1, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Subsequence Based Deep Active Learning for Named Entity Recognition | Aug 1, 2021 | Active Learningnamed-entity-recognition | —Unverified | 0 |
| A Large-Scale Chinese Multimodal NER Dataset with Speech Clues | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| TexSmart: A System for Enhanced Natural Language Understanding | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Modularized Interaction Network for Named Entity Recognition | Aug 1, 2021 | Boundary Detectionnamed-entity-recognition | —Unverified | 0 |
| A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization | Aug 1, 2021 | Multi-Task Learningnamed-entity-recognition | —Unverified | 0 |
| Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification | Aug 1, 2021 | Machine Reading Comprehensionnamed-entity-recognition | —Unverified | 0 |
| QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech Corpus | Aug 1, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization | Aug 1, 2021 | Knowledge GraphsMedical Named Entity Recognition | CodeCode Available | 1 |
| Improving Model Generalization: A Chinese Named Entity Recognition Case Study | Aug 1, 2021 | BenchmarkingChinese Named Entity Recognition | —Unverified | 0 |
| Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity Recognition | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Enhancing Entity Boundary Detection for Better Chinese Named Entity Recognition | Aug 1, 2021 | Boundary DetectionChinese Named Entity Recognition | CodeCode Available | 1 |
| CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet | Aug 1, 2021 | Entity LinkingEntity Typing | CodeCode Available | 1 |
| MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER | Aug 1, 2021 | Cross-Lingual NERCross-Lingual Transfer | —Unverified | 0 |
| Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path | Aug 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| An automated domain-independent text reading, interpreting and extracting approach for reviewing the scientific literature | Jul 30, 2021 | Articlesnamed-entity-recognition | —Unverified | 0 |
| SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation | Jul 29, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |