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

Humor Knowledge Enriched Transformer for Understanding Multimodal Humor

February 1, 2023

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Authors

Md Kamrul Hasan

Department of Computer Science, University of Rochester, USA


Sangwu Lee

Department of Computer Science, University of Rochester, USA


Wasifur Rahman

Department of Computer Science, University of Rochester, USA


Amir Zadeh

Language Technologies Institute, CMU, USA


Rada Mihalcea

Computer Science & Engineering, University of Michigan, USA


Louis-Philippe Morency

Language Technologies Institute, CMU, USA


Ehsan Hoque

Department of Computer Science, University of Rochester, USA


DOI:

10.1609/aaai.v35i14.17534


Abstract:

Recognizing humor from a video utterance requires understanding the verbal and non-verbal components as well as incorporating the appropriate context and external knowledge. In this paper, we propose Humor Knowledge enriched Transformer (HKT) that can capture the gist of a multimodal humorous expression by integrating the preceding context and external knowledge. We incorporate humor centric external knowledge into the model by capturing the ambiguity and sentiment present in the language. We encode all the language, acoustic, vision, and humor centric features separately using Transformer based encoders, followed by a cross attention layer to exchange information among them. Our model achieves 77.36% and 79.41% accuracy in humorous punchline detection on UR-FUNNY and MUStaRD datasets -- achieving a new state-of-the-art on both datasets with the margin of 4.93% and 2.94% respectively. Furthermore, we demonstrate that our model can capture interpretable, humor-inducing patterns from all modalities.

Topics: AAAI

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HOW TO CITE:

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque Humor Knowledge Enriched Transformer for Understanding Multimodal Humor Proceedings of the AAAI Conference on Artificial Intelligence (2021) 12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque Humor Knowledge Enriched Transformer for Understanding Multimodal Humor AAAI 2021, 12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque (2021). Humor Knowledge Enriched Transformer for Understanding Multimodal Humor. Proceedings of the AAAI Conference on Artificial Intelligence, 12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque. Humor Knowledge Enriched Transformer for Understanding Multimodal Humor. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque. 2021. Humor Knowledge Enriched Transformer for Understanding Multimodal Humor. "Proceedings of the AAAI Conference on Artificial Intelligence". 12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque. (2021) "Humor Knowledge Enriched Transformer for Understanding Multimodal Humor", Proceedings of the AAAI Conference on Artificial Intelligence, p.12972-12980

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque, "Humor Knowledge Enriched Transformer for Understanding Multimodal Humor", AAAI, p.12972-12980, 2021.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque. "Humor Knowledge Enriched Transformer for Understanding Multimodal Humor". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque. "Humor Knowledge Enriched Transformer for Understanding Multimodal Humor". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 12972-12980.

Md Kamrul Hasan||Sangwu Lee||Wasifur Rahman||Amir Zadeh||Rada Mihalcea||Louis-Philippe Morency||Ehsan Hoque. Humor Knowledge Enriched Transformer for Understanding Multimodal Humor. AAAI[Internet]. 2021[cited 2023]; 12972-12980.


ISSN: 2374-3468


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