# Classification on fashion (F1 score) Source: [Classification on fashion (F1 score)]() Collection index: [llms.txt]() Data updated: 2026-04-03T06:45:04.547Z Evaluation of Classification performance on the fashion dataset, specifically measured using F1 score. 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 | Classification | | Dataset (including any stated split) | fashion | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | RNS | 90.04 | Not recorded | 68fa74901e209131cea628a1 | | LGBM | 89.91 | Not recorded | 68fa74901e209131cea628a1 | | XGB | 89.82 | Not recorded | 68fa74901e209131cea628a1 | | LORD | 89.76 | Not recorded | 68fa74901e209131cea628a1 | | SAINT | 89.69 | Not recorded | 68fa74901e209131cea628a1 | | RRL | 89.64 | Not recorded | 68fa74901e209131cea628a1 | | NODE | 89.63 | Not recorded | 68fa74901e209131cea628a1 | | PLNN | 89.36 | Not recorded | 68fa74901e209131cea628a1 | | FT | 89.23 | Not recorded | 68fa74901e209131cea628a1 | | TabNet | 88.98 | Not recorded | 68fa74901e209131cea628a1 | | RF | 88.35 | Not recorded | 68fa74901e209131cea628a1 | | TabTrans | 87.65 | Not recorded | 68fa74901e209131cea628a1 | | BNN | 85.33 | Not recorded | 68fa74901e209131cea628a1 | | LR | 84.53 | Not recorded | 68fa74901e209131cea628a1 | | SVM | 84.46 | Not recorded | 68fa74901e209131cea628a1 | | KNN | 82.35 | Not recorded | 68fa74901e209131cea628a1 | | PTURS | 82.19 | Not recorded | 68fa74901e209131cea628a1 | | STG | 81.15 | Not recorded | 68fa74901e209131cea628a1 | | VIME | 81.12 | Not recorded | 68fa74901e209131cea628a1 | | C4.5 | 80.49 | Not recorded | 68fa74901e209131cea628a1 | | DRNET | 80.37 | Not recorded | 68fa74901e209131cea628a1 | | CART | 79.61 | Not recorded | 68fa74901e209131cea628a1 | | RIPPER | 78.66 | Not recorded | 68fa74901e209131cea628a1 | | CRS | 66.92 | Not recorded | 68fa74901e209131cea628a1 | | SBRL | 47.38 | Not recorded | 68fa74901e209131cea628a1 | | CORELS | 38.06 | Not recorded | 68fa74901e209131cea628a1 | ### RNS F1 Score: 90.04. Result ID: 69cf61e347f34ce924b89b67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### LGBM F1 Score: 89.91. Result ID: 69cf61e347f34ce924b89b50. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### XGB F1 Score: 89.82. Result ID: 69cf61e347f34ce924b89b5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### LORD F1 Score: 89.76. Result ID: 69cf61e347f34ce924b89b61. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### SAINT F1 Score: 89.69. Result ID: 69cf61e347f34ce924b89b54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### RRL F1 Score: 89.64. Result ID: 69cf61e347f34ce924b89b65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### NODE F1 Score: 89.63. Result ID: 69cf61e347f34ce924b89b51. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### PLNN F1 Score: 89.36. Result ID: 69cf61e347f34ce924b89b52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### FT F1 Score: 89.23. Result ID: 69cf61e347f34ce924b89b4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### TabNet F1 Score: 88.98. Result ID: 69cf61e347f34ce924b89b57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### RF F1 Score: 88.35. Result ID: 69cf61e347f34ce924b89b53. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### TabTrans F1 Score: 87.65. Result ID: 69cf61e347f34ce924b89b58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### BNN F1 Score: 85.33. Result ID: 69cf61e347f34ce924b89b4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### LR F1 Score: 84.53. Result ID: 69cf61e347f34ce924b89b62. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### SVM F1 Score: 84.46. Result ID: 69cf61e347f34ce924b89b56. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### KNN F1 Score: 82.35. Result ID: 69cf61e347f34ce924b89b60. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### PTURS F1 Score: 82.19. Result ID: 69cf61e347f34ce924b89b63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### STG F1 Score: 81.15. Result ID: 69cf61e347f34ce924b89b55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### VIME F1 Score: 81.12. Result ID: 69cf61e347f34ce924b89b59. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### C4.5 F1 Score: 80.49. Result ID: 69cf61e347f34ce924b89b5b. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### DRNET F1 Score: 80.37. Result ID: 69cf61e347f34ce924b89b5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### CART F1 Score: 79.61. Result ID: 69cf61e347f34ce924b89b5c. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### RIPPER F1 Score: 78.66. Result ID: 69cf61e347f34ce924b89b64. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### CRS F1 Score: 66.92. Result ID: 69cf61e347f34ce924b89b5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### SBRL F1 Score: 47.38. Result ID: 69cf61e347f34ce924b89b66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### CORELS F1 Score: 38.06. Result ID: 69cf61e347f34ce924b89b5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.