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Data To ensure standardized, robust evaluations, we establish a unified dataset comprising seven test sets derived from four benchmark datasets: MAGE (aka Deepfake) (Li et al · 2024

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Spotlights and Blindspots: Evaluating Machine-Generated Text Detection

cs.CL · 2026-04-17 · unverdicted · novelty 5.0

No single detector excels across all conditions; model rankings and apparent effectiveness depend heavily on the chosen test data and metrics.

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Spotlights and Blindspots: Evaluating Machine-Generated Text Detection cs.CL · 2026-04-17 · unverdicted · none · ref 3
No single detector excels across all conditions; model rankings and apparent effectiveness depend heavily on the chosen test data and metrics.

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