List your company
ResearchFormerly WizWand

Formal Logic Reasoning on MMLU (test)

66.6Accuracy (MMLU FLR Test)ReM-MoA*
50.37654.58858.863.012Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ReM-MoA*Width (N)=8, Depth (L)=3, Trend=↑↑, Distilled Reviewer=true2026.0666.6
ReM-MoA*Width (N)=7, Depth (L)=3, Trend=↑↑, Distilled Reviewer=true2026.0665.8
ReM-MoA*Width (N)=6, Depth (L)=3, Trend=↑↑, Distilled Reviewer=true2026.0664.9
ReM-MoAWidth (N)=8, Depth (L)=3, Trend=↑↑2026.0664.5
ReM-MoAWidth (N)=7, Depth (L)=3, Trend=↑↑2026.0663.8
ReM-MoA*Width (N)=5, Depth (L)=3, Trend=↑↑, Distilled Reviewer=true2026.0663.7
ReM-MoAWidth (N)=6, Depth (L)=3, Trend=↑↑2026.0663
ReM-MoA*Width (N)=4, Depth (L)=3, Trend=↑↑, Distilled Reviewer=true2026.0662.3
ReM-MoAWidth (N)=5, Depth (L)=3, Trend=↑↑2026.0661.8
ReM-MoA*Width (N)=3, Depth (L)=3, Trend=↑↑, Distilled Reviewer=true2026.0660.8
ReM-MoAWidth (N)=4, Depth (L)=3, Trend=↑↑2026.0660.5
AttentionMoAWidth (N)=8, Depth (L)=3, Trend=↑↑2026.0659
ReM-MoAWidth (N)=3, Depth (L)=3, Trend=↑↑2026.0659
AttentionMoAWidth (N)=7, Depth (L)=3, Trend=↑↑2026.0658.6
AttentionMoAWidth (N)=6, Depth (L)=3, Trend=↑↑2026.0658.2
AttentionMoAWidth (N)=5, Depth (L)=3, Trend=↑↑2026.0657.5
AttentionMoAWidth (N)=4, Depth (L)=3, Trend=↑↑2026.0656.8
AttentionMoAWidth (N)=3, Depth (L)=3, Trend=↑↑2026.0655.6
RMoAWidth (N)=8, Depth (L)=3, Trend=↑→2026.0655.3
RMoAWidth (N)=7, Depth (L)=3, Trend=↑→2026.0655.2
RMoAWidth (N)=6, Depth (L)=3, Trend=↑→2026.0655
RMoAWidth (N)=5, Depth (L)=3, Trend=↑→2026.0654.5
RMoAWidth (N)=4, Depth (L)=3, Trend=↑→2026.0653.8
RMoAWidth (N)=3, Depth (L)=3, Trend=↑→2026.0652.8
Standard MoAWidth (N)=6, Depth (L)=3, Trend=→2026.0652.5
Standard MoAWidth (N)=7, Depth (L)=3, Trend=→2026.0652.4
Standard MoAWidth (N)=5, Depth (L)=3, Trend=→2026.0652.2
Standard MoAWidth (N)=8, Depth (L)=3, Trend=→2026.0652.2
Standard MoAWidth (N)=4, Depth (L)=3, Trend=→2026.0651.8
Standard MoAWidth (N)=3, Depth (L)=3, Trend=→2026.0651