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Membership Inference on Enron (canary-audit)

2.519Mu

LLM

Updated 1mo ago

Evaluation Results

Method	Links
LLM 2026.06		2.519	24.34	52.9
LLM 2026.06		2.501	32.7	64.5
LLM 2026.06		2.41	28.39	58
LLM 2026.06		2.229	17.97	44.3
LLM 2026.06		2.21	20.76	48.6
LLM 2026.06		2.037	17.23	39.4
LLM 2026.06		1.869	17.17	40.2
LLM 2026.06		1.448	12.32	31.5
LLM 2026.06		0.699	2.8	16.6
LLM 2026.06		0.609	2.42	17.1
LLM 2026.06		0.568	2.68	17.4
LLM 2026.06		0.482	2.78	17.4
LLM 2026.06		0.39	2.06	16
LLM 2026.06		0.364	2.39	14.3
LLM 2026.06		0.307	1.79	13.1
Bigram 2026.06		0.266	1.83	13.7
LLM 2026.06		0.26	1.83	13.1
Bigram 2026.06		0.231	1.44	11.6
Bigram 2026.06		0.225	1.39	10.6
Bigram 2026.06		0.213	1.55	13
Bigram 2026.06		0.206	1.18	11.2
Bigram 2026.06		0.2	1.34	10.9
Bigram 2026.06		0.194	1.41	10.7
Bigram 2026.06		0.183	1.46	10.7
Bigram 2026.06		0.162	1.5	11
Bigram 2026.06		0.161	1.49	11.2
Bigram 2026.06		0.146	1.27	10.8
Bigram 2026.06		0.142	1.24	10.5
Bigram 2026.06		0.133	1.16	10.5
Bigram 2026.06		0.109	1.26	10.8
Bigram 2026.06		0.107	1.3	11.1
Bigram 2026.06		0.104	1.09	10.4