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ResearchFormerly WizWand

Preference Alignment on AlignX UGC

58.76AccuracyRaw-Aligned
48.67251.29153.9156.529Oct 17, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Raw-AlignedUser Signal Type=90-Dimensional Preference Directions2025.1058.76184.68
Summary-AlignedUser Signal Type=90-Dimensional Preference Directions2025.1058.54239.68
POPI-FullUser Signal Type=90-Dimensional Preference Directions2025.1058.5487.97
Raw-AlignedUser Signal Type=Original Heterogeneous User signals2025.1057.361,048.37
POPI-FullUser Signal Type=Original Heterogeneous User signals2025.1054.45134.94
POPI-Inference-OnlyUser Signal Type=90-Dimensional Preference Directions2025.1052.6787.97
Summary-AlignedUser Signal Type=Original Heterogeneous User signals2025.1051.99284.24
Raw-PromptingUser Signal Type=90-Dimensional Preference Directions2025.1051.19184.68
Summary-PromptingUser Signal Type=90-Dimensional Preference Directions2025.1050.94239.68
POPI-Inference-OnlyUser Signal Type=Original Heterogeneous User signals2025.1050.92134.94
Base-ModelUser Signal Type=Original Heterogeneous User signals2025.1050—
Base-ModelUser Signal Type=90-Dimensional Preference Directions2025.1050—
Summary-PromptingUser Signal Type=Original Heterogeneous User signals2025.1049.6284.24
Raw-PromptingUser Signal Type=Original Heterogeneous User signals2025.1049.061,048.37