# Taxiway Crossing Prediction on Taxi Cross West Flow Stage II Source: [Taxiway Crossing Prediction on Taxi Cross West Flow Stage II]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:55:52.505Z Evaluation of models predicting taxiway crossing events using the Taxi Cross West Flow Stage II dataset, measured using classification metrics (Precision, Recall, F1-Score, Accuracy). 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 | Taxiway Crossing Prediction | | Dataset (including any stated split) | Taxi Cross West Flow Stage II | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1-Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | XGBoost | 53.5 | Not recorded | 6a28f38690966ade919c1abc | | LightGBM | 53.4 | Not recorded | 6a28f38690966ade919c1abc | | Random Forest | 53.3 | Not recorded | 6a28f38690966ade919c1abc | ### XGBoost Precision: 53.5. Result ID: 6a2a778cfbc373592c27b85e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightGBM Precision: 53.4. Result ID: 6a2a778cfbc373592c27b860. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Forest Precision: 53.3. Result ID: 6a2a778cfbc373592c27b85f. [Reporting 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.