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ResearchFormerly WizWand

Membership Inference on WikiMIA (test)

0.9998AUCG-Drift
0.4001360.5558180.71150.867182Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
G-DriftTarget Model=GPT-Neo-22026.040.9998
G-DriftTarget Model=Gemma-32026.040.999
G-DriftTarget Model=Llama-32026.040.96
Min-k%Target Model=GPT-Neo-22026.040.8474
Min-k%Target Model=Gemma-32026.040.8454
Min-k%Target Model=Llama-32026.040.8444
Neighbour-MIATarget Model=GPT-Neo-22026.040.6488
Perplexity-PLTarget Model=GPT-Neo-22026.040.62
Neighbour-MIATarget Model=Llama-32026.040.6187
Neighbour-MIATarget Model=Gemma-32026.040.6092
ZlibTarget Model=GPT-Neo-22026.040.58
PETALTarget Model=Gemma-32026.040.56
PETALTarget Model=GPT-Neo-22026.040.56
Perplexity-PLTarget Model=Gemma-32026.040.558
ZlibTarget Model=Gemma-32026.040.532
ZlibTarget Model=Llama-32026.040.521
PETALTarget Model=Llama-32026.040.52
Perplexity-PLTarget Model=Llama-32026.040.502
SPV-MIATarget Model=Gemma-32026.040.4642
SPV-MIATarget Model=Llama-32026.040.4431
SPV-MIATarget Model=GPT-Neo-22026.040.4232