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@article{gonzalez2020comparing, | ||
title={Comparing BERT against traditional machine learning text classification}, | ||
author={Gonz{\'a}lez-Carvajal, Santiago and Garrido-Merch{\'a}n, Eduardo C}, | ||
journal={arXiv preprint arXiv:2005.13012}, | ||
year={2020} | ||
} | ||
@article{usherwood2019low, | ||
title={Low-Shot Classification: A Comparison of Classical and Deep Transfer Machine Learning Approaches}, | ||
author={Usherwood, Peter and Smit, Steven}, | ||
journal={arXiv preprint arXiv:1907.07543}, | ||
year={2019} | ||
} | ||
@inproceedings{sun2019fine, | ||
title={How to fine-tune bert for text classification?}, | ||
author={Sun, Chi and Qiu, Xipeng and Xu, Yige and Huang, Xuanjing}, | ||
booktitle={China National Conference on Chinese Computational Linguistics}, | ||
pages={194--206}, | ||
year={2019}, | ||
organization={Springer} | ||
} | ||
@article{alsentzer2019publicly, | ||
title={Publicly available clinical BERT embeddings}, | ||
author={Alsentzer, Emily and Murphy, John R and Boag, Willie and Weng, Wei-Hung and Jin, Di and Naumann, Tristan and McDermott, Matthew}, | ||
journal={arXiv preprint arXiv:1904.03323}, | ||
year={2019} | ||
} | ||
@article{lan2019albert, | ||
title={Albert: A lite bert for self-supervised learning of language representations}, | ||
author={Lan, Zhenzhong and Chen, Mingda and Goodman, Sebastian and Gimpel, Kevin and Sharma, Piyush and Soricut, Radu}, | ||
journal={arXiv preprint arXiv:1909.11942}, | ||
year={2019} | ||
} | ||
@article{jin2019bert, | ||
title={Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment}, | ||
author={Jin, Di and Jin, Zhijing and Tianyi Zhou, Joey and Szolovits, Peter}, | ||
journal={arXiv}, | ||
pages={arXiv--1907}, | ||
year={2019} | ||
} | ||
@article{garg2020bae, | ||
title={BAE: BERT-based Adversarial Examples for Text Classification}, | ||
author={Garg, Siddhant and Ramakrishnan, Goutham}, | ||
journal={arXiv preprint arXiv:2004.01970}, | ||
year={2020} | ||
} | ||
@article{li2020bert, | ||
title={Bert-attack: Adversarial attack against bert using bert}, | ||
author={Li, Linyang and Ma, Ruotian and Guo, Qipeng and Xue, Xiangyang and Qiu, Xipeng}, | ||
journal={arXiv preprint arXiv:2004.09984}, | ||
year={2020} | ||
} | ||
@article{ranti2020utility, | ||
title={The Utility of General Domain Transfer Learning for Medical Language Tasks}, | ||
author={Ranti, Daniel and Hanss, Katie and Zhao, Shan and Arvind, Varun and Titano, Joseph and Costa, Anthony and Oermann, Eric}, | ||
journal={arXiv preprint arXiv:2002.06670}, | ||
year={2020} | ||
} | ||
@article{colon2020comparing, | ||
title={Comparing deep learning architectures for sentiment analysis on drug reviews}, | ||
author={Col{\'o}n-Ruiz, Crist{\'o}bal and Segura-Bedmar, Isabel}, | ||
journal={Journal of Biomedical Informatics}, | ||
volume={110}, | ||
pages={103539}, | ||
year={2020}, | ||
publisher={Elsevier} | ||
} | ||
@article{balagopalan2020bert, | ||
title={To BERT or Not To BERT: Comparing Speech and Language-based Approaches for Alzheimer's Disease Detection}, | ||
author={Balagopalan, Aparna and Eyre, Benjamin and Rudzicz, Frank and Novikova, Jekaterina}, | ||
journal={arXiv preprint arXiv:2008.01551}, | ||
year={2020} | ||
} | ||
@article{zinovyeva2020antisocial, | ||
title={Antisocial online behavior detection using deep learning}, | ||
author={Zinovyeva, Elizaveta and H{\"a}rdle, Wolfgang Karl and Lessmann, Stefan}, | ||
journal={Decision Support Systems}, | ||
pages={113362}, | ||
year={2020}, | ||
publisher={Elsevier} | ||
} |