Transparent AI Disclosure Obligations: Who, What, When, Where, Why, How
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Abstract (arXiv)
Advances in Generative Artificial Intelligence (AI) are resulting in AI-generated media output that is (nearly) indistinguishable from human-created content. This can drastically impact users and the media sector, especially given global risks of misinformation. While the currently discussed European AI Act aims at addressing these risks through Article 52's AI transparency obligations, its interpretation and implications remain unclear. In this early work, we adopt a participatory AI approach to derive key questions based on Article 52's disclosure obligations. We ran two workshops with researchers, designers, and engineers across disciplines (N=16), where participants deconstructed Article 52's relevant clauses using the 5W1H framework. We contribute a set of 149 questions clustered into five themes and 18 sub-themes. We believe these can not only help inform future legal developments and interpretations of Article 52, but also provide a starting point for Human-Computer Interaction research to (re-)examine disclosure transparency from a human-centered AI lens.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 Mar 2024.
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Citing papers per year: 2024: 2; 2025: 5; 2026: 10.
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- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AIcited by 8
- 2025INTIMA: A Benchmark for Human-AI Companionship Behaviorcited by 8
- 2024Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapycited by 7
- 2025Adoption of Watermarking for Generative AI Systems in Practice and Implications under the new EU AI Actcited by 7
- 2025Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaborationcited by 4
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Productioncited by 3
- 2026Label Effects: Shared Heuristic Reliance in Trust Assessment by Humans and LLM-as-a-Judgecited by 3
- 2025The AI Memory Gap: Users Misremember What They Created With AI or Withoutcited by 2
- 2025"Impressively Scary:" Exploring User Perceptions and Reactions to Unraveling Machine Learning Models in Social Media Applicationscited by 1
- 2026Full Disclosure, Less Trust? How the Level of Detail about AI Use in News Writing Affects Readers' Trustcited by 1
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted Newscited by 1
- 2026Caring Without Feeling: Affective Dynamics as the Control Layer of Human-AI Agent Collaborationcited by 1
5 more
- 2026When Life Gives You AI, Will You Turn It Into A Market for Lemons? Understanding How Information Asymmetries About AI System Capabilities Affect Market Outcomes and Adoptioncited by 0
- 2026"I'm happy even though it's not real": GenAI Photo Editing as a Remembering Experiencecited by 0
- 202615 Years of Augmented Human(s) Research: Where Do We Stand?cited by 0
- 2026Voice "Cloning" is Style Transfercited by 0
- 2026A Regulatory Placebo? The Systemic Failure of Mandatory GenAI Labelingcited by 0
- 2026A Regulatory Placebo? The Systemic Failure of Mandatory GenAI Labeling17 Aug 2026
- 2026Voice "Cloning" is Style Transfer15 May 2026
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted News14 May 2026
- 2026Caring Without Feeling: Affective Dynamics as the Control Layer of Human-AI Agent Collaboration8 May 2026
- 2026Label Effects: Shared Heuristic Reliance in Trust Assessment by Humans and LLM-as-a-Judge7 Apr 2026
- 202615 Years of Augmented Human(s) Research: Where Do We Stand?4 Apr 2026
- 2026"I'm happy even though it's not real": GenAI Photo Editing as a Remembering Experience3 Feb 2026
- 2026When Life Gives You AI, Will You Turn It Into A Market for Lemons? Understanding How Information Asymmetries About AI System Capabilities Affect Market Outcomes and Adoption29 Jan 2026
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Production16 Jan 2026
- 2026Full Disclosure, Less Trust? How the Level of Detail about AI Use in News Writing Affects Readers' Trust14 Jan 2026
- 2025The AI Memory Gap: Users Misremember What They Created With AI or Without15 Sep 2025
- 2025Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaboration12 Sep 2025
5 more
- 2025INTIMA: A Benchmark for Human-AI Companionship Behavior4 Aug 2025
- 2025Adoption of Watermarking for Generative AI Systems in Practice and Implications under the new EU AI Act23 Mar 2025
- 2025"Impressively Scary:" Exploring User Perceptions and Reactions to Unraveling Machine Learning Models in Social Media Applications5 Mar 2025
- 2024Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapy11 Nov 2024
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AI11 Oct 2024
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AIcited by 8
- 2025INTIMA: A Benchmark for Human-AI Companionship Behaviorcited by 8
- 2024Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapycited by 7
- 2025Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaborationcited by 4
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Productioncited by 3
- 2026Label Effects: Shared Heuristic Reliance in Trust Assessment by Humans and LLM-as-a-Judgecited by 3
- 2025The AI Memory Gap: Users Misremember What They Created With AI or Withoutcited by 2
- 2025"Impressively Scary:" Exploring User Perceptions and Reactions to Unraveling Machine Learning Models in Social Media Applicationscited by 1
- 2026Full Disclosure, Less Trust? How the Level of Detail about AI Use in News Writing Affects Readers' Trustcited by 1
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted Newscited by 1
- 2026When Life Gives You AI, Will You Turn It Into A Market for Lemons? Understanding How Information Asymmetries About AI System Capabilities Affect Market Outcomes and Adoptioncited by 0
- 2026"I'm happy even though it's not real": GenAI Photo Editing as a Remembering Experiencecited by 0
12 most cited of 15 All 15 (JSON)
- 2026A Regulatory Placebo? The Systemic Failure of Mandatory GenAI Labeling17 Aug 2026
- 2026Voice "Cloning" is Style Transfer15 May 2026
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted News14 May 2026
- 2026Label Effects: Shared Heuristic Reliance in Trust Assessment by Humans and LLM-as-a-Judge7 Apr 2026
- 202615 Years of Augmented Human(s) Research: Where Do We Stand?4 Apr 2026
- 2026"I'm happy even though it's not real": GenAI Photo Editing as a Remembering Experience3 Feb 2026
- 2026When Life Gives You AI, Will You Turn It Into A Market for Lemons? Understanding How Information Asymmetries About AI System Capabilities Affect Market Outcomes and Adoption29 Jan 2026
- 2026More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Production16 Jan 2026
- 2026Full Disclosure, Less Trust? How the Level of Detail about AI Use in News Writing Affects Readers' Trust14 Jan 2026
- 2025The AI Memory Gap: Users Misremember What They Created With AI or Without15 Sep 2025
- 2025Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaboration12 Sep 2025
- 2025INTIMA: A Benchmark for Human-AI Companionship Behavior4 Aug 2025
12 newest of 15 All 15 (JSON)