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Human Preference Evaluation research benchmarks – Page 2 · SOTA2 Research

Human Preference Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HPD Concept-Art v2

73.33Win Rate

2

May 20, 2026

73.33Win Rate

2

May 20, 2026

Kuaishou search long-tail query segment (test)

48Good Count

2

Mar 27, 2026

PROSOCIALDIALOG

NormGenesis (with V2R)

82Preference

2

Mar 13, 2026

GenBlemish-27K (test)

Agentic Retoucher

48.8Preference Share: Significantly Better

2

Feb 26, 2026

Driver Attention Dataset Study 2

in-lab human driver

59Preference Rate

2

Feb 26, 2026

Driver Attention Dataset Study 1

in-lab human driver

71Preference Rate

2

Feb 26, 2026

Human Preference Study 100 prompts

64Win Rate (Ours Better)

1

Jun 16, 2026

RichHF-18K (test)

0.215Preference Rate (≫)

1

Feb 26, 2026

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