# Match Prediction on Columbia Speed Dating Dataset (test)

Source: [Match Prediction on Columbia Speed Dating Dataset (test)](<https://www.sota2.com/research/sota/match-prediction-on-columbia-speed-dating-dataset-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-07T10:17:28.857Z

Evaluation of Match Prediction performance on the test split of the Columbia Speed Dating Dataset, measured using Accuracy, F1, and AUC-ROC.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Match Prediction |
| Dataset (including any stated split) | Columbia Speed Dating Dataset (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/match-prediction-on-columbia-speed-dating-dataset-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/match-prediction-on-columbia-speed-dating-dataset-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AUC-ROC](<https://www.sota2.com/research/sota/match-prediction-on-columbia-speed-dating-dataset-test.md?metric=AUC-ROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CogniPair (reported) | 77.8 | Not recorded | 69d48fe17d0172140ec74757 |
| Logistic Regression | 75.3 | Not recorded | 69d48fe17d0172140ec74757 |
| Weighted Attributes | 71.7 | Not recorded | 69d48fe17d0172140ec74757 |
| Cognibit (full) | 71.5 | Not recorded | 69d48fe17d0172140ec74757 |
| Cognibit (pre-interaction) | 65.7 | Not recorded | 69d48fe17d0172140ec74757 |
| Random | 42.3 | Not recorded | 69d48fe17d0172140ec74757 |
| Cosine Similarity | 42 | Not recorded | 69d48fe17d0172140ec74757 |

### CogniPair (reported)

Accuracy: 77.8. Result ID: 69d4d9b547f34ce924bd3b2c.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.03 (GPT-4o)"}. This record does not assert independent reproduction.

### Logistic Regression

Accuracy: 75.3. Result ID: 69d4d9b547f34ce924bd3b2d.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.00"}. This record does not assert independent reproduction.

### Weighted Attributes

Accuracy: 71.7. Result ID: 69d4d9b547f34ce924bd3b2e.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.00"}. This record does not assert independent reproduction.

### Cognibit (full)

Accuracy: 71.5. Result ID: 69d4d9b547f34ce924bd3b2f.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.00"}. This record does not assert independent reproduction.

### Cognibit (pre-interaction)

Accuracy: 65.7. Result ID: 69d4d9b547f34ce924bd3b30.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.00"}. This record does not assert independent reproduction.

### Random

Accuracy: 42.3. Result ID: 69d4d9b547f34ce924bd3b32.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.00"}. This record does not assert independent reproduction.

### Cosine Similarity

Accuracy: 42. Result ID: 69d4d9b547f34ce924bd3b31.

[Reporting paper](<https://www.sota2.com/research/paper/69d48fe17d0172140ec74757.md>)

Recorded evaluation configuration: {"Cost/Match":"$0.00"}. This record does not assert independent reproduction.

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