Antoine Gourru

Laboratoire Hubert Curien, UMR CNRS 5516, Saint-Étienne, France

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Publication activitypapers/week, last 8 weeks

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Constitutional AI & AI Ethics (1)Data Curation & Synthetic Data (1)Natural Language Processing (1)

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Irina Proskurina (1)Antoine Gourru (1)Julien Velcin (1)Julien Velcin (1)

Papers (1)

Aug 4, 2026

3w ago

The Fairness Collapse Phenomenon: Bias Amplification in Language Models Trained on Synthetic Data

Fairness degradation in language models can silently escalate before performance metrics signal any issues, revealing a hidden danger in synthetic data training.

Irina Proskurina, Antoine Gourru, Antoine Gourru +2

Constitutional AI & AI Ethics Data Curation & Synthetic Data Natural Language Processing

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Antoine Gourru

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)