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PMI ranking estimation on ChaosNLI (500 held-out pairs)

0.82Spearman Rho

PromptNCE

Updated 12d ago

Evaluation Results

Method	Links
PromptNCE 2026.05		0.82
PromptNCE (emp.) 2026.05		0.81
Decomposed PMI 2026.05		0.75
InfoNCE (emp.) 2026.05		0.73
PromptNCE (emp.) 2026.05		0.73
InfoNCE 2026.05		0.73
MarginalNCE 2026.05		0.73
PromptNCE 2026.05		0.73
Direct PMI 2026.05		0.72
Decomposed PMI (emp.) 2026.05		0.7
InfoNCE (emp.) 2026.05		0.7
Decomposed PMI 2026.05		0.7
Decomposed PMI (emp.) 2026.05		0.69
InfoNCE 2026.05		0.69
MarginalNCE 2026.05		0.69
Direct PMI 2026.05		0.49