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Papers Benchmarks Datasets Tasks

Human Preference research benchmarks · SOTA2 Research

Human Preference

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

StableDiffusion Evaluation Set 3

Gradient Ascent

1.909ImageReward

6

Mar 5, 2026

Flow-GRPO (PickScore-Only)

23.53PickScore

5

Feb 26, 2026

VBench 50 prompts

139Ours Wins

3

May 25, 2026

GenEval single-object

noise optimization strategy

90Win Rate vs i.i.d.

3

Feb 26, 2026

Visual Genome (test)

83.4Preference Rate

2

Jul 2, 2026

73.1Winning Rate

2

Mar 26, 2026

Popular datasets

GenEval Visual Genome VBench DrawBench StableDiffusion

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