Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods May 31, 2021 Articles BIG-bench Machine Learning
— Unverified 0DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction May 31, 2021 graph construction Knowledge Graphs
Code Code Available 1How Low is Too Low? A Computational Perspective on Extremely Low-Resource Languages May 30, 2021 Machine Translation named-entity-recognition
Code Code Available 1SciFive: a text-to-text transformer model for biomedical literature May 28, 2021 Document Classification Drug–drug Interaction Extraction
Code Code Available 1Weighted Training for Cross-Task Learning May 28, 2021 Chunking named-entity-recognition
Code Code Available 0Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online Comments May 28, 2021 Attribute Binary Classification
Code Code Available 0Neural Entity Recognition with Gazetteer based Fusion May 27, 2021 named-entity-recognition Named Entity Recognition
— Unverified 0BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition May 26, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 1NukeLM: Pre-Trained and Fine-Tuned Language Models for the Nuclear and Energy Domains May 25, 2021 Articles Language Modelling
— Unverified 0DaN+: Danish Nested Named Entities and Lexical Normalization May 24, 2021 Cross-Lingual Transfer Lexical Normalization
Code Code Available 0Boosting Span-based Joint Entity and Relation Extraction via Squence Tagging Mechanism May 21, 2021 Joint Entity and Relation Extraction named-entity-recognition
— Unverified 0KLUE: Korean Language Understanding Evaluation May 20, 2021 Dependency Parsing Dialogue State Tracking
Code Code Available 1A Sequence-to-Set Network for Nested Named Entity Recognition May 19, 2021 Decoder named-entity-recognition
Code Code Available 1Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer Networks May 18, 2021 Boundary Detection Decoder
Code Code Available 0SINA-BERT: A Pre-Trained Language Model for Analysis of Medical Texts in Persian May 16, 2021 Language Modeling Language Modelling
— Unverified 0Few-NERD: A Few-Shot Named Entity Recognition Dataset May 16, 2021 Few-shot NER Named Entity Recognition
Code Code Available 1Lexicon Enhanced Chinese Sequence Labeling Using BERT Adapter May 15, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 1Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition May 14, 2021 Chinese Named Entity Recognition named-entity-recognition
Code Code Available 1Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network May 13, 2021 Cross-Domain Named Entity Recognition Graph Neural Network
— Unverified 0Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning May 8, 2021 Chinese Named Entity Recognition Chunking
Code Code Available 1Switching Contexts: Transportability Measures for NLP May 3, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 0Knowledge Distillation for Swedish NER models: A Search for Performance and Efficiency May 1, 2021 Knowledge Distillation Model Compression
— Unverified 0Applying and Sharing pre-trained BERT-models for Named Entity Recognition and Classification in Swedish Electronic Patient Records May 1, 2021 De-identification named-entity-recognition
— Unverified 0Multi-Task Learning of Query Intent and Named Entities using Transfer Learning Apr 28, 2021 Multi-Task Learning named-entity-recognition
— Unverified 0Named Entity Recognition and Linking Augmented with Large-Scale Structured Data Apr 27, 2021 Lemmatization named-entity-recognition
— Unverified 0T2NER: Transformers based Transfer Learning Framework for Named Entity Recognition Apr 23, 2021 Domain Adaptation Multi-Task Learning
Code Code Available 1Optimizing small BERTs trained for German NER Apr 23, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 0Earnings-21: A Practical Benchmark for ASR in the Wild Apr 22, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 1Improving Biomedical Pretrained Language Models with Knowledge Apr 21, 2021 Entity Linking Language Modeling
Code Code Available 1Mitigating Temporal-Drift: A Simple Approach to Keep NER Models Crisp Apr 20, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 0ELECTRAMed: a new pre-trained language representation model for biomedical NLP Apr 19, 2021 Drug–drug Interaction Extraction Language Modeling
Code Code Available 1BERTić -- The Transformer Language Model for Bosnian, Croatian, Montenegrin and Serbian Apr 19, 2021 Commonsense Causal Reasoning Language Modeling
— Unverified 0InferNER: an attentive model leveraging the sentence-level information for Named Entity Recognition in Microblogs Apr 18, 2021 named-entity-recognition Named Entity Recognition
— Unverified 0MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs Apr 18, 2021 Abstractive Text Summarization Machine Translation
Code Code Available 1Learning from Noisy Labels for Entity-Centric Information Extraction Apr 17, 2021 Named Entity Recognition (NER) Relation Extraction
Code Code Available 1Memorisation versus Generalisation in Pre-trained Language Models Apr 16, 2021 Few-Shot Learning Low Resource Named Entity Recognition
Code Code Available 0MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning Apr 16, 2021 Cross-Lingual Transfer Meta-Learning
Code Code Available 1BERT based Transformers lead the way in Extraction of Health Information from Social Media Apr 15, 2021 Binary Classification Classification
Code Code Available 0UIT-E10dot3 at SemEval-2021 Task 5: Toxic Spans Detection with Named Entity Recognition and Question-Answering Approaches Apr 15, 2021 named-entity-recognition Named Entity Recognition
— Unverified 0Regularization for Long Named Entity Recognition Apr 15, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 0Zero-Resource Multi-Dialectal Arabic Natural Language Understanding Apr 14, 2021 named-entity-recognition Named Entity Recognition
— Unverified 0GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition Apr 13, 2021 Graph Neural Network named-entity-recognition
Code Code Available 1Better Feature Integration for Named Entity Recognition Apr 12, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 1UTNLP at SemEval-2021 Task 5: A Comparative Analysis of Toxic Span Detection using Attention-based, Named Entity Recognition, and Ensemble Models Apr 10, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 0Not All Attention Is All You Need Apr 10, 2021 All Document Classification
— Unverified 0Noisy-Labeled NER with Confidence Estimation Apr 9, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 1COVID-19 Named Entity Recognition for Vietnamese Apr 8, 2021 named-entity-recognition Named Entity Recognition
Code Code Available 1AlephBERT:A Hebrew Large Pre-Trained Language Model to Start-off your Hebrew NLP Application With Apr 8, 2021 Language Modeling Language Modelling
Code Code Available 1Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding Apr 5, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified 0Effect of depth order on iterative nested named entity recognition models Apr 2, 2021 named-entity-recognition Named Entity Recognition
— Unverified 0