# Road Function Prediction on NYC Source: [Road Function Prediction on NYC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:47.642Z Evaluation of models performing road function prediction on the NYC dataset, measured using classification metrics like 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) | NYC | | Metric | Micro-F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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](): Higher is better; unit: PERCENT. - [Macro-F1](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro-F1 | Result date | Report paper | | --- | --- | --- | --- | | Garner | 82.97 | Not recorded | 68fa738d1e209131cea5d2b1 | | MVGRL | 78.23 | Not recorded | 68fa738d1e209131cea5d2b1 | | CCA-SSG | 78.2 | Not recorded | 68fa738d1e209131cea5d2b1 | | GGD | 78.14 | Not recorded | 68fa738d1e209131cea5d2b1 | | SARN | 78.14 | Not recorded | 68fa738d1e209131cea5d2b1 | | Deepwalk | 78.09 | Not recorded | 68fa738d1e209131cea5d2b1 | ### Garner Micro-F1: 82.97. Result ID: 6992f0763a6c314849128176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MVGRL Micro-F1: 78.23. Result ID: 6992f0763a6c314849128172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCA-SSG Micro-F1: 78.2. Result ID: 6992f0763a6c314849128173. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GGD Micro-F1: 78.14. Result ID: 6992f0763a6c314849128174. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SARN Micro-F1: 78.14. Result ID: 6992f0763a6c314849128175. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deepwalk Micro-F1: 78.09. Result ID: 6992f0763a6c314849128171. [Reporting paper]() [Method origin paper]() 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.