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cs.LG2025
Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches
Israel Abebe Azime, Deborah D. Kanubala, Tejumade Afonja +4
Large Language Models (LLMs) are increasingly employed in high-stakes decision-making tasks, such as loan approvals. While their applications expand across domains, LLMs struggle t…
cs.CY2025
The Human Labour of Data Work: Capturing Cultural Diversity through World Wide Dishes
Siobhan Mackenzie Hall, Samantha Dalal, Raesetje Sefala +8
This paper provides guidance for building and maintaining infrastructure for participatory AI efforts by sharing reflections on building World Wide Dishes (WWD), a bottom-up, commu…