Match Prediction on Columbia Speed Dating Dataset (test)
77.8AccuracyCogniPair (reported)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CogniPair (reported)Cost/Match=$0.03 (GPT-4o)2026.04 | 77.8 | — | — | |
| Logistic RegressionCost/Match=$0.002026.04 | 75.3 | 73.8 | 84 | |
| Weighted AttributesCost/Match=$0.002026.04 | 71.7 | 69.9 | 80.1 | |
| Cognibit (full)Cost/Match=$0.002026.04 | 71.5 | 70.4 | 79.9 | |
| Cognibit (pre-interaction)Cost/Match=$0.002026.04 | 65.7 | 67.3 | 76.4 | |
| RandomCost/Match=$0.002026.04 | 42.3 | 57.6 | 47.6 | |
| Cosine SimilarityCost/Match=$0.002026.04 | 42 | 58.9 | 62.3 |