#fairness-bias News & Analysis

2 articles tagged with #fairness-bias. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 47/10

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CounterFace: A Synthetic Face Dataset for Fine-Grained Counterfactual Evaluation of Face Recognition Systems

Researchers introduce CounterFace, a synthetic face dataset with 11,821 counterfactual face pairs designed to evaluate face recognition systems across 20 facial attributes and 8 demographic factors. The fully automated pipeline addresses limitations in existing benchmarks by enabling fine-grained robustness testing across appearance variations like hairstyles and makeup, revealing significant performance disparities across commercial and open-source FR systems.

AIBearisharXiv – CS AI · Jun 96/10

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Impacts of Histories and Models on LLM Grading: A Study in Advanced Software Engineering Courses

Researchers evaluated how large language models (GPT and Grok) perform at grading graduate-level research reports, finding significant inconsistencies both within individual models and between different models. The study reveals that interaction history causes models to systematically drift from human grading standards, raising concerns about fairness in automated academic assessment.

🧠 Grok