AI

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

Artificial Intelligence

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

dark patterns · HCI · Large Language Model · LLM · Image Classification · Ethical UX

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

Human-Computer Interaction

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

LLM

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

prompt design

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

prompt engineering

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

user experience

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)

UX

Nwokeji, Joshua C., Ikwunne, Tochukwu A., Nkwo, Makuochi S. ORCID: https://orcid.org/0000-0002-9774-9602 and Yeerbo, Meiyeer (2026) Evaluating prompt engineering techniques for image-based classification of dark patterns with GPT-5. In: Artificial Intelligence in HCI. 7th International Conference AI-HCI 2026 Held as Part of the 28th HCI International Conference HCII 2026. Montreal, QC ,Canada, July 26-31, 2026. Proceedings Part III. Lecture Notes in Computer Science ((LNAI) -International Conference on Human-Computer Interaction, 16745 . Springer Nature, Cham, Switzerland, pp. 507-526. ISBN 978-3032308481 (doi:10.1007/978-3-032-30849-8_30)