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Semantic Alignment research benchmarks · SOTA2 Research

Semantic Alignment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

31.56CLIP Score

31

Feb 26, 2026

35.92CLIP Score

31

Feb 26, 2026

32.13CLIP Score

31

Feb 26, 2026

30.89CLIP Score

30

Feb 26, 2026

Caltech-101 (test)

PWarpC-DHPF_Res101

88LT-ACC

23

Feb 26, 2026

Oil Painting Reference Images

0.198CLIP Score (cap.1)

7

Mar 4, 2026

Intellectual Property Characters

33.86Snoopy Alignment Score

7

Feb 26, 2026

Celebrity Identities

30.11Taylor Swift Alignment Score

7

Feb 26, 2026

GDELT (held-out window)

0.636Mean Score

3

May 25, 2026

Safety Concepts Multi-Concept

Undefended Model

-0.04Delta Original

1

Feb 26, 2026

Safety Concepts Smoking

Undefended Model

-0.1Delta Original

1

Feb 26, 2026

Safety Concepts Weapons

0.02Delta System

1

Feb 26, 2026

Safety Concepts Copyrighted Characters

0.061Delta System

1

Feb 26, 2026

Safety Concepts Famous Celebrities

Undefended Model

-0.06Delta Original

1

Feb 26, 2026

Safety Concepts Nudity

0.078Delta System

1

Feb 26, 2026

Popular datasets

Safety Concepts Caltech-101 Church GDELT Van-Gogh

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