The ethical ambiguity of AI data enrichment: Measuring gaps in research ethics norms and practices

Author:

Hawkins Will1ORCID,Mittelstadt Brent1ORCID

Affiliation:

1. Oxford Internet Institute, University of Oxford, United Kingdom

Funder

Luminate Group

Wellcome Trust

Sloan Foundation

Department of Health and Social Care

Publisher

ACM

Reference77 articles.

1. Antonia Aloisi . 2016. Commoditized Workers . Case Study Research on Labour Law Issues Arising from a Set of ’On-Demand/Gig Economy ’ Platforms.Comparative Labor Law and Policy Journal 37, 3 ( 2016 ), 1354–1360. https://doi.org/10.2139/ssrn.2637485 10.2139/ssrn.2637485 Antonia Aloisi. 2016. Commoditized Workers. Case Study Research on Labour Law Issues Arising from a Set of ’On-Demand/Gig Economy’ Platforms.Comparative Labor Law and Policy Journal 37, 3 (2016), 1354–1360. https://doi.org/10.2139/ssrn.2637485

2. Carolyn Ashurst Markus Anderljung Carina Prunkl Jan Leike Yarin Gal Toby Shevlane and Allan Dafoe. 2022. Code of Ethics. https://medium.com/@GovAI/a-guide-to-writing-the-neurips-impact-statement-4293b723f832 Carolyn Ashurst Markus Anderljung Carina Prunkl Jan Leike Yarin Gal Toby Shevlane and Allan Dafoe. 2022. Code of Ethics. https://medium.com/@GovAI/a-guide-to-writing-the-neurips-impact-statement-4293b723f832

3. Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen Nova DasSarma Dawn Drain Stanislav Fort Deep Ganguli Tom Henighan Nicholas Joseph Saurav Kadavath Jackson Kernion Tom Conerly Sheer El-Showk Nelson Elhage Zac Hatfield-Dodds Danny Hernandez Tristan Hume Scott Johnston Shauna Kravec Liane Lovitt Neel Nanda Catherine Olsson Dario Amodei Tom Brown Jack Clark Sam McCandlish Chris Olah Ben Mann and Jared Kaplan. 2022. Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback. arxiv:2204.05862 [cs.CL] Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen Nova DasSarma Dawn Drain Stanislav Fort Deep Ganguli Tom Henighan Nicholas Joseph Saurav Kadavath Jackson Kernion Tom Conerly Sheer El-Showk Nelson Elhage Zac Hatfield-Dodds Danny Hernandez Tristan Hume Scott Johnston Shauna Kravec Liane Lovitt Neel Nanda Catherine Olsson Dario Amodei Tom Brown Jack Clark Sam McCandlish Chris Olah Ben Mann and Jared Kaplan. 2022. Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback. arxiv:2204.05862 [cs.CL]

4. Natã M. Barbosa and Monchu Chen. 2019. Rehumanized Crowdsourcing: A Labeling Framework Addressing Bias and Ethics in Machine Learning . In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (Glasgow, Scotland Uk) (CHI ’19) . Association for Computing Machinery, New York, NY, USA, 1–12. https://doi.org/10.1145/3290605.3300773 10.1145/3290605.3300773 Natã M. Barbosa and Monchu Chen. 2019. Rehumanized Crowdsourcing: A Labeling Framework Addressing Bias and Ethics in Machine Learning. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (Glasgow, Scotland Uk) (CHI ’19). Association for Computing Machinery, New York, NY, USA, 1–12. https://doi.org/10.1145/3290605.3300773

5. Henry Beecher . 1966. Ethics and Clinical Research.New England Journal of Medicine 274, 24 ( 1966 ), 1354–1360. https://doi.org/10.1056/NEJM196606162742405 10.1056/NEJM196606162742405 Henry Beecher. 1966. Ethics and Clinical Research.New England Journal of Medicine 274, 24 (1966), 1354–1360. https://doi.org/10.1056/NEJM196606162742405

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