Human-AI Collaboration for the Detection of Deceptive Speech

Adullah Aman Tutul; Theodora Chaspari; Sarah Ita Levitan; Julia Hirschberg

doi:10.1109/aciiw59127.2023.10388114

Human-AI Collaboration for the Detection of Deceptive Speech

Adullah Aman Tutul
, Theodora Chaspari
, Sarah Ita Levitan
, Julia Hirschberg

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

This paper investigates human trust in artificial intelligence (AI) during human-AI collaboration on a speech-based data analytics task. Human users worked together with an explainable AI algorithm that took as an input acoustic and linguistic measures for the detection of deceptive speech. The working performance of the AI was manipulated resulting in a high performing (HP) AI and a low performing (LP) AI. Trust was measured via self-reported and behavioral measures, which were associated with each other. Various personality characteristics, including openness, neuroticism, and extroversion, moderated one's trust in the AI, but results were mixed in terms of the considered self-reported and behavioral trust metrics.

Original language	English
Title of host publication	2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350327458
DOIs	https://doi.org/10.1109/aciiw59127.2023.10388114
State	Published - 2023
Externally published	Yes
Event	11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023 - Cambridge, United States Duration: 10 Sep 2023 → 13 Sep 2023

Publication series

Name	2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023

Conference

Conference	11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023
Country/Territory	United States
City	Cambridge
Period	10/09/23 → 13/09/23

Bibliographical note

Publisher Copyright:
© 2023 IEEE.

Keywords

Human-AI collaboration
deceptive speech
trust

Access to Document

10.1109/aciiw59127.2023.10388114

Cite this

Tutul, A. A., Chaspari, T., Levitan, S. I., & Hirschberg, J. (2023). Human-AI Collaboration for the Detection of Deceptive Speech. In 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023 (2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/aciiw59127.2023.10388114

Tutul, Adullah Aman ; Chaspari, Theodora ; Levitan, Sarah Ita et al. / Human-AI Collaboration for the Detection of Deceptive Speech. 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023).

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title = "Human-AI Collaboration for the Detection of Deceptive Speech",

abstract = "This paper investigates human trust in artificial intelligence (AI) during human-AI collaboration on a speech-based data analytics task. Human users worked together with an explainable AI algorithm that took as an input acoustic and linguistic measures for the detection of deceptive speech. The working performance of the AI was manipulated resulting in a high performing (HP) AI and a low performing (LP) AI. Trust was measured via self-reported and behavioral measures, which were associated with each other. Various personality characteristics, including openness, neuroticism, and extroversion, moderated one's trust in the AI, but results were mixed in terms of the considered self-reported and behavioral trust metrics.",

keywords = "Human-AI collaboration, deceptive speech, trust",

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year = "2023",

doi = "10.1109/aciiw59127.2023.10388114",

language = "אנגלית",

series = "2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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address = "ארצות הברית",

}

Tutul, AA, Chaspari, T, Levitan, SI & Hirschberg, J 2023, Human-AI Collaboration for the Detection of Deceptive Speech. in 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023. 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023, Institute of Electrical and Electronics Engineers Inc., 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023, Cambridge, United States, 10/09/23. https://doi.org/10.1109/aciiw59127.2023.10388114

Human-AI Collaboration for the Detection of Deceptive Speech. / Tutul, Adullah Aman; Chaspari, Theodora; Levitan, Sarah Ita et al.
2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AB - This paper investigates human trust in artificial intelligence (AI) during human-AI collaboration on a speech-based data analytics task. Human users worked together with an explainable AI algorithm that took as an input acoustic and linguistic measures for the detection of deceptive speech. The working performance of the AI was manipulated resulting in a high performing (HP) AI and a low performing (LP) AI. Trust was measured via self-reported and behavioral measures, which were associated with each other. Various personality characteristics, including openness, neuroticism, and extroversion, moderated one's trust in the AI, but results were mixed in terms of the considered self-reported and behavioral trust metrics.

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Tutul AA, Chaspari T, Levitan SI, Hirschberg J. Human-AI Collaboration for the Detection of Deceptive Speech. In 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023. Institute of Electrical and Electronics Engineers Inc. 2023. (2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023). doi: 10.1109/aciiw59127.2023.10388114

Human-AI Collaboration for the Detection of Deceptive Speech

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Keywords

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