How Much Is an AI Token Worth? Scaling Laws for Wild AI-Generated Web Text
Study of 800 models finds wild AI web text initially helps data-starved pretraining, then raises human-text loss.
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Stories tagged #data-contamination
SSP-Bench: A Hybrid Data Generation Framework for Safety, Security, and Privacy Evaluation
SSP-Bench dynamically generates safety, security, and privacy evals for 24 LLMs, exposing static-benchmark failures like near-zero safety ranking correlation.
The AI ‘Ghosts’ Contaminating Academic Publishing
Samsung and University of Warsaw researchers find LLMs repeatedly generate the same fake author names, contaminating academic records with 1,655 ghost-authored DOIs.
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