Papers by Sayed Muddashir Hossain
M3TCM: Multi-modal Multi-task Context Model for Utterance Classification in Motivational Interviews (2024.lrec-main)
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| Challenge: | Motivational interviews have two distinct roles, namely client and therapist . previous approaches did not fully incorporate all of these characteristics into utterance classification . |
| Approach: | They propose a multi-modal, multi-task context model for utterance classification that integrates text and speech as well as conversation context. |
| Outcome: | The proposed model outperforms the state-of-the-art in utterance classification on the AnnoMI dataset with a relative improvement of 20% for the client- and by 15% for therapist utterrance classification. |