Ting-Chun Hung
2020
Medication Mention Detection in Tweets Using ELECTRA Transformers and Decision Trees
Lung-Hao Lee
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Po-Han Chen
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Hao-Chuan Kao
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Ting-Chun Hung
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Po-Lei Lee
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Kuo-Kai Shyu
Proceedings of the Fifth Social Media Mining for Health Applications Workshop & Shared Task
This study describes our proposed model design for the SMM4H 2020 Task 1. We fine-tune ELECTRA transformers using our trained SVM filter for data augmentation, along with decision trees to detect medication mentions in tweets. Our best F1-score of 0.7578 exceeded the mean score 0.6646 of all 15 submitting teams.
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