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

0.89Spearman Rho

Decomposed PMI (emp.)

Updated 12d ago

Evaluation Results

Method	Links
Decomposed PMI (emp.) 2026.05		0.89
InfoNCE (emp.) 2026.05		0.89
InfoNCE (emp.) 2026.05		0.87
PromptNCE (emp.) 2026.05		0.85
PromptNCE (emp.) 2026.05		0.85
Decomposed PMI (emp.) 2026.05		0.82
PromptNCE 2026.05		0.74
PromptNCE 2026.05		0.69
MarginalNCE 2026.05		0.64
MarginalNCE 2026.05		0.64
Decomposed PMI 2026.05		0.63
Decomposed PMI 2026.05		0.57
Direct PMI 2026.05		0.48
Direct PMI 2026.05		0.36
InfoNCE 2026.05		0.35
InfoNCE 2026.05		0.33