# Ordinal Classification on Adience Source: [Ordinal Classification on Adience]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:22:14.900Z Evaluation of Ordinal Classification performance on the Adience dataset, reporting MAE. 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 | Ordinal Classification | | Dataset (including any stated split) | Adience | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | ORDACR | 0.5033 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.5038 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.5326 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.5329 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC + CASSOR | 0.5655 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC + CASSOR | 0.5671 | Not recorded | 68fa7b051e209131cea86420 | | Normal Training | 0.5727 | Not recorded | 68fa7b051e209131cea86420 | | CASSOR | 0.5902 | Not recorded | 68fa7b051e209131cea86420 | | CASSOR | 0.5908 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC + CASSOR | 0.5918 | Not recorded | 68fa7b051e209131cea86420 | | CASSOR | 0.6158 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.6159 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.6321 | Not recorded | 68fa7b051e209131cea86420 | | Normal Training | 0.6969 | Not recorded | 68fa7b051e209131cea86420 | | Normal Training | 0.82 | Not recorded | 68fa7b051e209131cea86420 | ### ORDACR MAE: 0.5033. Result ID: 6a0c3991fbc373592c02ed42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.5038. Result ID: 6a0c3991fbc373592c02ed3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.5326. Result ID: 6a0c3991fbc373592c02ed43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.5329. Result ID: 6a0c3991fbc373592c02ed3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2"}. This record does not assert independent reproduction. ### ORDACC + CASSOR MAE: 0.5655. Result ID: 6a0c3991fbc373592c02ed40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2"}. This record does not assert independent reproduction. ### ORDACC + CASSOR MAE: 0.5671. Result ID: 6a0c3991fbc373592c02ed3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0"}. This record does not assert independent reproduction. ### Normal Training MAE: 0.5727. Result ID: 6a0c3991fbc373592c02ed36. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.0"}. This record does not assert independent reproduction. ### CASSOR MAE: 0.5902. Result ID: 6a0c3991fbc373592c02ed3a. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.2"}. This record does not assert independent reproduction. ### CASSOR MAE: 0.5908. Result ID: 6a0c3991fbc373592c02ed3b. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.4"}. This record does not assert independent reproduction. ### ORDACC + CASSOR MAE: 0.5918. Result ID: 6a0c3991fbc373592c02ed41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4"}. This record does not assert independent reproduction. ### CASSOR MAE: 0.6158. Result ID: 6a0c3991fbc373592c02ed39. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.0"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.6159. Result ID: 6a0c3991fbc373592c02ed44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.6321. Result ID: 6a0c3991fbc373592c02ed3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4"}. This record does not assert independent reproduction. ### Normal Training MAE: 0.6969. Result ID: 6a0c3991fbc373592c02ed37. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.2"}. This record does not assert independent reproduction. ### Normal Training MAE: 0.82. Result ID: 6a0c3991fbc373592c02ed38. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.4"}. 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