# Lead Time Prediction on Shipyard pipe spool dataset Source: [Lead Time Prediction on Shipyard pipe spool dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:14.893Z Evaluation of models performing Lead Time Prediction on the Shipyard pipe spool dataset, typically measured using MAE, RMSE, and Cost. 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 | Lead Time Prediction | | Dataset (including any stated split) | Shipyard pipe spool dataset | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [MAE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. - [Cost](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | Process-Aware Framework | 1.66 | Not recorded | 6979980ca2b28e761d87cba8 | | DT | 3.35 | Not recorded | 6979980ca2b28e761d87cba8 | | MLP | 4.02 | Not recorded | 6979980ca2b28e761d87cba8 | | Process-Aware Framework | 4.18 | Not recorded | 6979980ca2b28e761d87cba8 | | Process-Aware Framework | 4.66 | Not recorded | 6979980ca2b28e761d87cba8 | | PLS | 4.68 | Not recorded | 6979980ca2b28e761d87cba8 | | LR | 4.71 | Not recorded | 6979980ca2b28e761d87cba8 | | DT | 5.45 | Not recorded | 6979980ca2b28e761d87cba8 | | DT | 6.02 | Not recorded | 6979980ca2b28e761d87cba8 | | MLP | 6.29 | Not recorded | 6979980ca2b28e761d87cba8 | | RF | 6.32 | Not recorded | 6979980ca2b28e761d87cba8 | | PLS | 7.24 | Not recorded | 6979980ca2b28e761d87cba8 | | LR | 7.37 | Not recorded | 6979980ca2b28e761d87cba8 | | MLP | 7.37 | Not recorded | 6979980ca2b28e761d87cba8 | | PLS | 8.3 | Not recorded | 6979980ca2b28e761d87cba8 | | LR | 8.41 | Not recorded | 6979980ca2b28e761d87cba8 | | RF | 9.55 | Not recorded | 6979980ca2b28e761d87cba8 | | RF | 10.54 | Not recorded | 6979980ca2b28e761d87cba8 | ### Process-Aware Framework MAE: 1.66. Result ID: 699910575698665ec47630f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DT MAE: 3.35. Result ID: 699910575698665ec47630f6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP MAE: 4.02. Result ID: 699910575698665ec47630f8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Process-Aware Framework MAE: 4.18. Result ID: 699910575698665ec47630f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Process-Aware Framework MAE: 4.66. Result ID: 699910575698665ec47630ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLS MAE: 4.68. Result ID: 699910575698665ec47630f5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LR MAE: 4.71. Result ID: 699910575698665ec47630f4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DT MAE: 5.45. Result ID: 699910575698665ec47630f0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DT MAE: 6.02. Result ID: 699910575698665ec47630fc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP MAE: 6.29. Result ID: 699910575698665ec47630f2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RF MAE: 6.32. Result ID: 699910575698665ec47630f7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLS MAE: 7.24. Result ID: 699910575698665ec47630ef. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LR MAE: 7.37. Result ID: 699910575698665ec47630ee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP MAE: 7.37. Result ID: 699910575698665ec47630fe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PLS MAE: 8.3. Result ID: 699910575698665ec47630fb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LR MAE: 8.41. Result ID: 699910575698665ec47630fa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RF MAE: 9.55. Result ID: 699910575698665ec47630f1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RF MAE: 10.54. Result ID: 699910575698665ec47630fd. [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.