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Fairness, Bias, and Research Governance / Algorithm Contestability and Governance Auditing

Which stages of the AI value chain are prone to negative impacts, and how can contestability in these stages be improved?

helpResearch questionAlgorithm Contestability and Governance Auditing

Which stages of the AI value chain are prone to negative impacts, and how can contestability in these stages be improved?

CSCW '24From Stem to Stern: Contestability Along AI Value Chains

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helpResearch questionAlgorithm Contestability and Governance Auditing

Which existing tools in AI auditing can truly achieve accountability?

CHI '25Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling

helpResearch questionAlgorithm Contestability and Governance Auditing

At which stages do existing AI auditing tools have functional or coverage gaps?

CHI '25Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling

helpResearch questionAlgorithm Contestability and Governance Auditing

How can AI auditing tools be improved to support more complete social accountability processes?

CHI '25Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling

helpResearch questionAlgorithm Contestability and Governance Auditing

How can university students audit large language model (LLM) bias and improve critical AI literacy without technical education?

CHI '25"Here the GPT made a choice, and every choice can be biased": How Students Critically Engage with LLMs through End-User Auditing Activity

helpResearch questionAlgorithm Contestability and Governance Auditing

Can staged support from user auditing tools (e.g., PromptAuditor) effectively improve students' systematic bias auditing ability?

CHI '25"Here the GPT made a choice, and every choice can be biased": How Students Critically Engage with LLMs through End-User Auditing Activity

helpResearch questionAlgorithm Contestability and Governance Auditing

How does auditing scaffolding change students' understanding and analysis of LLM bias?

CHI '25"Here the GPT made a choice, and every choice can be biased": How Students Critically Engage with LLMs through End-User Auditing Activity

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