RESEARCHMonitorWATCHLIST
Qistas: A Pre-Registered, Portable Protocol for Fairness Evaluation of Large Language Models
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Researchers introduced Qistas, a pre-registered evaluation protocol designed to test LLM fairness across localized demographic regions.
Inspect the evidence
- Inclusion basis
- Enterprise AI
- Publisher and source type
- arXiv cs.CL — Computation and Language · RESEARCH
- Published by source
- 2 November 2026
- Collected by OneBench
- 3 Nov 2026, 02:01 UK
Stored source excerpt
arXiv:2610.40893v1 Announce Type: new Abstract: Fairness benchmarks for large language models (LLMs) are overwhelmingly English-born and American in their social categories; translated versions carry those…
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