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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 14: AAAI-21 Technical Tracks 14

More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation

February 1, 2023

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Authors

Mauajama Firdaus

Indian Institute of Technology Patna


Hardik Chauhan

Indian Institute of Technology Patna


Asif Ekbal

Indian Institute of Technology Patna


Pushpak Bhattacharyya

Indian Institute of Technology Patna


DOI:

10.1609/aaai.v35i14.17517


Abstract:

The focus on conversational systems has recently shifted towards creating engaging agents by inculcating emotions into them. Human emotions are highly complex as humans can express multiple emotions with varying intensity in a single utterance, whereas the conversational agents convey only one emotion in their responses. To infuse human-like behaviour in the agents, we introduce the task of multi-emotion controllable response generation with the ability to express different emotions with varying levels of intensity in an open-domain dialogue system. We introduce a Multiple Emotion Intensity aware Multi-party Dialogue (MEIMD) dataset having 34k conversations taken from 8 different TV Series. We finally propose a Multiple Emotion with Intensity-based Dialogue Generation (MEI-DG) framework. The system employs two novel mechanisms: viz. (i) determining the trade-off between the emotion and generic words, while focusing on the intensity of the desired emotions; and (ii) computing the amount of emotion left to be expressed, thereby regulating the generation accordingly. The detailed evaluation shows that our proposed approach attains superior performance compared to the baseline models.

Topics: AAAI

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HOW TO CITE:

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation Proceedings of the AAAI Conference on Artificial Intelligence (2021) 12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation AAAI 2021, 12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya (2021). More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation. Proceedings of the AAAI Conference on Artificial Intelligence, 12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya. More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya. 2021. More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation. "Proceedings of the AAAI Conference on Artificial Intelligence". 12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya. (2021) "More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation", Proceedings of the AAAI Conference on Artificial Intelligence, p.12821-12829

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya, "More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation", AAAI, p.12821-12829, 2021.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya. "More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya. "More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 12821-12829.

Mauajama Firdaus||Hardik Chauhan||Asif Ekbal||Pushpak Bhattacharyya. More the Merrier: Towards Multi-Emotion and Intensity Controllable Response Generation. AAAI[Internet]. 2021[cited 2023]; 12821-12829.


ISSN: 2374-3468


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