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Membership Inference research benchmarks – Page 4 · SOTA2 Research

Membership Inference

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

90Accuracy

4

Feb 26, 2026

100Accuracy

4

Feb 26, 2026

CIFAR-10 (test)

100Accuracy

4

Feb 26, 2026

95.7AUC

3

May 27, 2026

BookMIA question-answering prompts

Qwen2.5-14B-Inst

0.98CRM-LR AUC

3

May 27, 2026

BookMIA CoT continuation prompts

Mistral-7B-v0.3

0.967CRM-LR AUC

3

May 27, 2026

WikiMIA CoT within-dataset references

0.957CRM-LR AUC

3

May 27, 2026

N-GRAM COVERAGE ATTACK

91Coverage

3

Apr 28, 2026

LLaVA Pre-training

unified membership inference framework

85ASR

2

Jul 7, 2026

Guided-diffusion Pre-training Data

unified membership inference framework

96Attack Success Rate (ASR)

2

Jul 7, 2026

unified membership inference framework

86ASR

2

Jul 7, 2026

Page 4 of 4

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