Synthetic suffix-completion data, plus a dual-classifier t-test calibration, enables Dataset Inference to detect training membership while avoiding the false positives caused by distribution shift.
Leak, cheat, repeat: Data contamination and evaluation malpractices in closed-source llms
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Unlocking Post-hoc Dataset Inference with Synthetic Data
Synthetic suffix-completion data, plus a dual-classifier t-test calibration, enables Dataset Inference to detect training membership while avoiding the false positives caused by distribution shift.