Papers by Jeremiah Schumm
Identifying Depressive Symptoms from Tweets: Figurative Language Enabled Multitask Learning Framework (2020.coling-main)
Copied to clipboard
Shweta Yadav, Jainish Chauhan, Joy Prakash Sain, Krishnaprasad Thirunarayan, Amit Sheth, Jeremiah Schumm
| Challenge: | Existing studies on social media for deriving mental health status of users focus on the depression detection task. |
| Approach: | They propose to use a BERT based robust multi-task learning framework to accurately identify the depressive symptoms using the auxiliary task of figurative usage detection. |
| Outcome: | The proposed model improves its robustness and reliability for distinguishing the depression symptoms. |