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PMI ranking estimation on Words (500 held-out pairs)
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0.89
Spearman Rho
Decomposed PMI (emp.)
0.3076
0.4588
0.61
0.7612
May 20, 2026
Spearman Rho
Updated 12d ago
Evaluation Results
Method
Method
Links
Spearman Rho
Decomposed PMI (emp.)
Model=Claude Sonnet 4,...
2026.05
0.89
InfoNCE (emp.)
Model=Claude Sonnet 4,...
2026.05
0.89
InfoNCE (emp.)
Model=GPT-5.2, Evaluat...
2026.05
0.87
PromptNCE (emp.)
Model=GPT-5.2, Evaluat...
2026.05
0.85
PromptNCE (emp.)
Model=Claude Sonnet 4,...
2026.05
0.85
Decomposed PMI (emp.)
Model=GPT-5.2, Evaluat...
2026.05
0.82
PromptNCE
Model=GPT-5.2, Evaluat...
2026.05
0.74
PromptNCE
Model=Claude Sonnet 4,...
2026.05
0.69
MarginalNCE
Model=GPT-5.2, Evaluat...
2026.05
0.64
MarginalNCE
Model=Claude Sonnet 4,...
2026.05
0.64
Decomposed PMI
Model=Claude Sonnet 4,...
2026.05
0.63
Decomposed PMI
Model=GPT-5.2, Evaluat...
2026.05
0.57
Direct PMI
Model=Claude Sonnet 4,...
2026.05
0.48
Direct PMI
Model=GPT-5.2, Evaluat...
2026.05
0.36
InfoNCE
Model=GPT-5.2, Evaluat...
2026.05
0.35
InfoNCE
Model=Claude Sonnet 4,...
2026.05
0.33
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