Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies

Despite regulatory efforts, there is a significant governance gap in managing emotion recognition AI technologies and those that emulate empathy. This paper asks: should international soft law mechanisms, such as ethical standards, complement hard law in addressing governance gaps in emotion recogni...

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Main Authors: Andrew McStay, Vian Bakir
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Journal of Responsible Technology
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666659625000228
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author Andrew McStay
Vian Bakir
author_facet Andrew McStay
Vian Bakir
author_sort Andrew McStay
collection DOAJ
description Despite regulatory efforts, there is a significant governance gap in managing emotion recognition AI technologies and those that emulate empathy. This paper asks: should international soft law mechanisms, such as ethical standards, complement hard law in addressing governance gaps in emotion recognition and empathy-emulating AI technologies? To argue that soft law can provide detailed guidance, particularly for research ethics committees and related boards advising on these technologies, the paper first explores how legal definitions of emotion recognition, especially in the EU AI Act, rest on reductive and physiognomic criticism of emotion recognition. It progresses to detail that systems may be designed to intentionally empathise with their users, but also that empathy may be unintentional – or effectively incidental to how these systems work. Approaches that are non-reductive and avoid labelling of emotion as conceived in the EU AI Act raises novel governance questions and physiognomic critique of a more dynamic nature. The paper finds that international soft law can complement hard law, especially when critique is subtle but significant, when guidance is anticipatory in nature, and when detailed recommendations for developers are required.
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spelling doaj-art-47d2b09b1e5b4c52906fcee7b2f99aa02025-07-21T04:10:07ZengElsevierJournal of Responsible Technology2666-65962025-09-0123100126Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologiesAndrew McStay0Vian Bakir1School of History, Law and Social Sciences, Bangor University, UK; Corresponding author.School of History, Law and Social Sciences, Bangor University, Bangor, UKDespite regulatory efforts, there is a significant governance gap in managing emotion recognition AI technologies and those that emulate empathy. This paper asks: should international soft law mechanisms, such as ethical standards, complement hard law in addressing governance gaps in emotion recognition and empathy-emulating AI technologies? To argue that soft law can provide detailed guidance, particularly for research ethics committees and related boards advising on these technologies, the paper first explores how legal definitions of emotion recognition, especially in the EU AI Act, rest on reductive and physiognomic criticism of emotion recognition. It progresses to detail that systems may be designed to intentionally empathise with their users, but also that empathy may be unintentional – or effectively incidental to how these systems work. Approaches that are non-reductive and avoid labelling of emotion as conceived in the EU AI Act raises novel governance questions and physiognomic critique of a more dynamic nature. The paper finds that international soft law can complement hard law, especially when critique is subtle but significant, when guidance is anticipatory in nature, and when detailed recommendations for developers are required.http://www.sciencedirect.com/science/article/pii/S2666659625000228Dynamic physiognomyEmotion recognitionEmpathyEthical standardsEuropean AI ActSoft law
spellingShingle Andrew McStay
Vian Bakir
Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies
Journal of Responsible Technology
Dynamic physiognomy
Emotion recognition
Empathy
Ethical standards
European AI Act
Soft law
title Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies
title_full Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies
title_fullStr Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies
title_full_unstemmed Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies
title_short Soft law for unintentional empathy: addressing the governance gap in emotion-recognition AI technologies
title_sort soft law for unintentional empathy addressing the governance gap in emotion recognition ai technologies
topic Dynamic physiognomy
Emotion recognition
Empathy
Ethical standards
European AI Act
Soft law
url http://www.sciencedirect.com/science/article/pii/S2666659625000228
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