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Detecting and Extracting of Adverse Drug Reaction Mentioning Tweets with Multi-Head Self Attention

2019-08-01WS 2019Unverified0· sign in to hype

Suyu Ge, Tao Qi, Chuhan Wu, Yongfeng Huang

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Abstract

This paper describes our system for the first and second shared tasks of the fourth Social Media Mining for Health Applications (SMM4H) workshop. We enhance tweet representation with a language model and distinguish the importance of different words with Multi-Head Self-Attention. In addition, transfer learning is exploited to make up for the data shortage. Our system achieved competitive results on both tasks with an F1-score of 0.5718 for task 1 and 0.653 (overlap) / 0.357 (strict) for task 2.

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