# Road Function Prediction on Singapore

Source: [Road Function Prediction on Singapore](<https://www.sota2.com/research/sota/road-function-prediction-on-singapore>)

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

Data updated: 2026-02-26T05:52:47.625Z

Evaluation of Road Function Prediction performance on the Singapore dataset, measured using Micro-F1, Macro-F1, and AUROC.

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 | Road Function Prediction |
| Dataset (including any stated split) | Singapore |
| Metric | Micro-F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Micro-F1](<https://www.sota2.com/research/sota/road-function-prediction-on-singapore.md?metric=Micro-F1>): Higher is better; unit: PERCENT.

- [Macro-F1](<https://www.sota2.com/research/sota/road-function-prediction-on-singapore.md?metric=Macro-F1>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/road-function-prediction-on-singapore.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| Garner | 81.4 | Not recorded | 68fa738d1e209131cea5d2b1 |
| MVGRL | 66.61 | Not recorded | 68fa738d1e209131cea5d2b1 |
| SARN | 66.49 | Not recorded | 68fa738d1e209131cea5d2b1 |
| CCA-SSG | 64.28 | Not recorded | 68fa738d1e209131cea5d2b1 |
| GGD | 64.21 | Not recorded | 68fa738d1e209131cea5d2b1 |
| SRN2Vec | 64.02 | Not recorded | 68fa738d1e209131cea5d2b1 |
| Deepwalk | 62.76 | Not recorded | 68fa738d1e209131cea5d2b1 |
| RFN | 62.75 | Not recorded | 68fa738d1e209131cea5d2b1 |

### Garner

Micro-F1: 81.4. Result ID: 6992f0763a6c314849128170.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MVGRL

Micro-F1: 66.61. Result ID: 6992f0763a6c31484912816a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b61e209131cea18066.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SARN

Micro-F1: 66.49. Result ID: 6992f0763a6c31484912816f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CCA-SSG

Micro-F1: 64.28. Result ID: 6992f0763a6c31484912816b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b181e209131cea2c1f8.md>)

[Implementation](<https://github.com/hengruizhang98/CCA-SSG>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GGD

Micro-F1: 64.21. Result ID: 6992f0763a6c31484912816c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5be.md>)

[Implementation](<https://github.com/zyzisastudyreallyhardguy/Graph-Group-Discrimination>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SRN2Vec

Micro-F1: 64.02. Result ID: 6992f0763a6c31484912816e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Deepwalk

Micro-F1: 62.76. Result ID: 6992f0763a6c314849128169.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61691e209131ce9f4333.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RFN

Micro-F1: 62.75. Result ID: 6992f0763a6c31484912816d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680a1e209131cea19b79.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.