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Ownership Verification research benchmarks – Page 2 · SOTA2 Research

Ownership Verification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

90.52Accuracy

7

Feb 26, 2026

98.67Accuracy

7

Feb 26, 2026

CiteSeer (test)

99.85Accuracy

7

Feb 26, 2026

89.04Accuracy

7

Feb 26, 2026

Mini-DomainNet Sketch

81Au

7

Feb 26, 2026

Mini-DomainNet Real

88.9Au

7

Feb 26, 2026

DomainNet Painting Mini

79.5Au

7

Feb 26, 2026

Mini-DomainNet Clipart

84Au

7

Feb 26, 2026

Office-Home-65 RealWorld

87.5Au

7

Feb 26, 2026

Office-Home-65 Product

90.5Au

7

Feb 26, 2026

Office-Home 65 Clipart

73.8Au

7

Feb 26, 2026

Office-Home-65 Art

83.5Au

7

Feb 26, 2026

Office-31 Webcam

95Au

7

Feb 26, 2026

97.5Au

7

Feb 26, 2026

Office-31 Amazon

80Au

7

Feb 26, 2026

93.6Accuracy (Watermark Patch)

7

Feb 26, 2026

87.9Accuracy (WP)

7

Feb 26, 2026

83.3Accuracy (Watermark Patch)

7

Feb 26, 2026

91.3Accuracy (Patch)

7

Feb 26, 2026

99.8Accuracy (with watermark patch)

7

Feb 26, 2026

Llama-2 and WizardMath-7B Merged Models

Base+Non-Homologous Model

2FSR (Llama-2)

6

May 28, 2026

Llama-2-7B SFT & RLHF

Base+Non-Homologous Model

2FSR (Anchor)

6

May 28, 2026

Llama-2-7B Taylor Pruning, 10% sparsity

Base+Non-Homologous Model

0FSR

6

May 28, 2026

Llama-2-7B Taylor Pruning 5% sparsity

Base+Non-Homologous Model

0FSR

6

May 28, 2026

Llama-2-7B Random Pruning, 10% sparsity

Base+Non-Homologous Model

0FSR

6

May 28, 2026

Page 2 of 3

Popular datasets

CIFAR DomainNet Office-Home Llama 2 Qwen

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