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Papers Benchmarks Datasets Tasks

Model Fingerprinting research benchmarks · SOTA2 Research

Model Fingerprinting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100AUC

52

Mar 27, 2026

0.985AUC

47

Mar 27, 2026

95.7AUC

47

Mar 27, 2026

1AUC

45

Mar 27, 2026

99.2AUC

40

Mar 27, 2026

Pruning Positive Samples

344.07Absolute Z-score

30

Feb 26, 2026

RL Positive Samples

355.27Absolute Z-score

30

Feb 26, 2026

Multi Modal Positive Samples

355.05Absolute Z-score

30

Feb 26, 2026

Upcycling Positive Samples

332.23Absolute Z-score

30

Feb 26, 2026

Continual Pretrain Positive Samples

268.72Absolute Z-score

30

Feb 26, 2026

SFT Positive Samples

355.23Absolute Z-score

30

Feb 26, 2026

97.1AUC

24

Mar 24, 2026

Qwen2.5-derived suspects v0.1

0.997Similarity Score

12

Apr 8, 2026

99.94Similarity Score

7

Apr 8, 2026

1Similarity Score

7

Apr 8, 2026

Llama-2-7B ppo-v0.1-reward

100Similarity Score

7

Apr 8, 2026

Character Dropping

Base+S2.7-P+[D+Z]

26Performance (-5% Dropped)

6

May 28, 2026

System Prompt Variations

Base+S2.7-P+[D+Z]

96Fastchat Score

6

May 28, 2026

Mistral-7B-v0.3-derived suspects v0.1

1Similarity Score

5

Apr 8, 2026

gemma-2-2b-derived suspects v0.1

99.96Similarity Score

5

Apr 8, 2026

Model Fingerprinting Dataset All

302.936|Z| Score

5

Feb 26, 2026

Model Fingerprinting Dataset (PR)

267.233|Z|

5

Feb 26, 2026

Model Fingerprinting Dataset (RL)

355.25$|Z|$ Score

5

Feb 26, 2026

Model Fingerprinting Dataset MM

334.556|Z|

5

Feb 26, 2026

Model Fingerprinting Dataset (UP)

287.634|Z|

5

Feb 26, 2026

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