| Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short Text | Jun 1, 2019 | Entity LinkingImplicit Relations | CodeCode Available | 0 |
| Biomedical Named Entity Recognition via Reference-Set Augmented Bootstrapping | Jun 1, 2019 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| Quantization Loss Re-Learning Method | May 30, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Learning Task-specific Representation for Novel Words in Sequence Labeling | May 29, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy | May 22, 2019 | Domain Adaptationnamed-entity-recognition | —Unverified | 0 |
| A Multi-Task Learning Framework for Extracting Drugs and Their Interactions from Drug Labels | May 17, 2019 | Multi-Task Learningnamed-entity-recognition | —Unverified | 0 |
| Neural Metric Learning for Fast End-to-End Relation Extraction | May 17, 2019 | global-optimizationMetric Learning | —Unverified | 0 |
| DATNet: Dual Adversarial Transfer for Low-resource Named Entity Recognition | May 1, 2019 | Low Resource Named Entity Recognitionnamed-entity-recognition | —Unverified | 0 |
| Neural Chinese Named Entity Recognition via CNN-LSTM-CRF and Joint Training with Word Segmentation | Apr 26, 2019 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 0 |
| Terminologies augmented recurrent neural network model for clinical named entity recognition | Apr 25, 2019 | Diagnosticnamed-entity-recognition | —Unverified | 0 |
| Fine-Grained Named Entity Recognition using ELMo and Wikidata | Apr 23, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Personalized sentence generation using generative adversarial networks with author-specific word usage | Apr 20, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| ERNIE: Enhanced Representation through Knowledge Integration | Apr 19, 2019 | Chinese Named Entity RecognitionChinese Sentence Pair Classification | CodeCode Available | 3 |
| An attention-based BiLSTM-CRF approach to document-level chemical named entity recognition | Apr 15, 2019 | Feature Engineeringnamed-entity-recognition | CodeCode Available | 0 |
| Knowledge-Augmented Language Model and its Application to Unsupervised Named-Entity Recognition | Apr 9, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Effective Context and Fragment Feature Usage for Named Entity Recognition | Apr 5, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Multi-task Learning Approach for Named Entity Recognition using Local Detection | Apr 5, 2019 | Multi-Task Learningnamed-entity-recognition | —Unverified | 0 |
| Advancing NLP with Cognitive Language Processing Signals | Apr 4, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition | Apr 3, 2019 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 0 |
| Aiding Intra-Text Representations with Visual Context for Multimodal Named Entity Recognition | Apr 2, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| A multi-constraint structured hinge loss for named-entity recognition | Apr 1, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Using Similarity Measures to Select Pretraining Data for NER | Apr 1, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Cyberthreat Detection from Twitter using Deep Neural Networks | Apr 1, 2019 | Managementnamed-entity-recognition | CodeCode Available | 0 |
| CUTIE: Learning to Understand Documents with Convolutional Universal Text Information Extractor | Mar 29, 2019 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 0 |
| In Search of Meaning: Lessons, Resources and Next Steps for Computational Analysis of Financial Discourse | Mar 28, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| ner and pos when nothing is capitalized | Mar 27, 2019 | Machine Translationnamed-entity-recognition | —Unverified | 0 |
| A Silver Standard Corpus of Human Phenotype-Gene Relations | Mar 26, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| LINSPECTOR: Multilingual Probing Tasks for Word Representations | Mar 22, 2019 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 0 |
| Audio De-identification: A New Entity Recognition Task | Mar 17, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Overview of the Ugglan Entity Discovery and Linking System | Mar 13, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Syllable-based Neural Named Entity Recognition for Myanmar Language | Mar 12, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| ETNLP: a visual-aided systematic approach to select pre-trained embeddings for a downstream task | Mar 11, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Named Entity Recognition for Electronic Health Records: A Comparison of Rule-based and Machine Learning Approaches | Mar 10, 2019 | BIG-bench Machine Learningnamed-entity-recognition | —Unverified | 0 |
| F10-SGD: Fast Training of Elastic-net Linear Models for Text Classification and Named-entity Recognition | Feb 27, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Multi-Task Learning with Contextualized Word Representations for Extented Named Entity Recognition | Feb 26, 2019 | Multi-Task Learningnamed-entity-recognition | —Unverified | 0 |
| Entity Recognition at First Sight: Improving NER with Eye Movement Information | Feb 26, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Polyglot Contextual Representations Improve Crosslingual Transfer | Feb 26, 2019 | Dependency ParsingLanguage Modeling | CodeCode Available | 0 |
| MedMentions: A Large Biomedical Corpus Annotated with UMLS Concepts | Feb 25, 2019 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 |
| VCWE: Visual Character-Enhanced Word Embeddings | Feb 23, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Pretrained language model transfer on neural named entity recognition in Indonesian conversational texts | Feb 21, 2019 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Transfer Learning for Sequence Labeling Using Source Model and Target Data | Feb 14, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Smoother Way to Train Structured Prediction Models | Feb 8, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Massively Multilingual Transfer for NER | Feb 1, 2019 | Cross-Lingual TransferFew-Shot Learning | CodeCode Available | 0 |
| Tuning Multilingual Transformers for Named Entity Recognition on Slavic Languages | Jan 30, 2019 | Multilingual Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 0 |
| Revised JNLPBA Corpus: A Revised Version of Biomedical NER Corpus for Relation Extraction Task | Jan 29, 2019 | Event Extractionnamed-entity-recognition | —Unverified | 0 |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | Jan 25, 2019 | Drug–drug Interaction ExtractionFew-Shot Learning | CodeCode Available | 1 |
| A Tweet Dataset Annotated for Named Entity Recognition and Stance Detection | Jan 15, 2019 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks | Jan 6, 2019 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Inorganic Materials Synthesis Planning with Literature-Trained Neural Networks | Dec 31, 2018 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| A Survey on Deep Learning for Named Entity Recognition | Dec 22, 2018 | DecoderDeep Learning | CodeCode Available | 0 |