# MC-FLP on P&R-NYC Dataset (test)

Source: [MC-FLP on P&R-NYC Dataset (test)](<https://www.sota2.com/research/sota/mc-flp-on-p-and-r-nyc-dataset-test>)

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

Data updated: 2026-02-26T05:46:05.188Z

Evaluation of model performance on the MC-FLP task using the test split of the P&R-NYC Dataset, focusing on average choice probabilities across client segments.

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 | MC-FLP |
| Dataset (including any stated split) | P&R-NYC Dataset (test) |
| Metric | H (Avg Choice Prob, Bottom 5%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [H (Avg Choice Prob, Bottom 5%)](<https://www.sota2.com/research/sota/mc-flp-on-p-and-r-nyc-dataset-test.md?metric=H%20(Avg%20Choice%20Prob%2C%20Bottom%205%25)>): Higher is better; unit: PERCENT.

- [A (Avg Choice Prob, All Clients)](<https://www.sota2.com/research/sota/mc-flp-on-p-and-r-nyc-dataset-test.md?metric=A%20(Avg%20Choice%20Prob%2C%20All%20Clients)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | H (Avg Choice Prob, Bottom 5%) | Result date | Report paper |
| --- | --- | --- | --- |
| Clustering Approach | 53.9 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 53.3 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 53.1 | Not recorded | 68fa59541e209131ce9b5eca |
| ERM | 46.9 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 46.9 | Not recorded | 68fa59541e209131ce9b5eca |
| ERM | 42.6 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 42.6 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 42.5 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 41.8 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 41.8 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering Approach | 41.7 | Not recorded | 68fa59541e209131ce9b5eca |
| ERM | 17.5 | Not recorded | 68fa59541e209131ce9b5eca |

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 53.9. Result ID: 698ba64b7a967eddb770526f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":14,"Regularization parameter (xi)":"1E4"}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 53.3. Result ID: 698ba64b7a967eddb770526e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":14,"Regularization parameter (xi)":"1E3"}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 53.1. Result ID: 698ba64b7a967eddb770526b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":12,"Regularization parameter (xi)":"1E4"}. This record does not assert independent reproduction.

### ERM

H (Avg Choice Prob, Bottom 5%): 46.9. Result ID: 698ba64b7a967eddb770526c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":14}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 46.9. Result ID: 698ba64b7a967eddb770526d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":14,"Regularization parameter (xi)":"1E2"}. This record does not assert independent reproduction.

### ERM

H (Avg Choice Prob, Bottom 5%): 42.6. Result ID: 698ba64b7a967eddb7705268.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":12}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 42.6. Result ID: 698ba64b7a967eddb7705269.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":12,"Regularization parameter (xi)":"1E2"}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 42.5. Result ID: 698ba64b7a967eddb770526a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":12,"Regularization parameter (xi)":"1E3"}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 41.8. Result ID: 698ba64b7a967eddb7705265.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":10,"Regularization parameter (xi)":"1E2"}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 41.8. Result ID: 698ba64b7a967eddb7705266.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":10,"Regularization parameter (xi)":"1E3"}. This record does not assert independent reproduction.

### Clustering Approach

H (Avg Choice Prob, Bottom 5%): 41.7. Result ID: 698ba64b7a967eddb7705267.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":10,"Regularization parameter (xi)":"1E4"}. This record does not assert independent reproduction.

### ERM

H (Avg Choice Prob, Bottom 5%): 17.5. Result ID: 698ba64b7a967eddb7705264.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"Number of facilities (m)":10}. This record does not assert independent reproduction.

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