# Classification on letRecog (F1 score) Source: [Classification on letRecog (F1 score)]() Collection index: [llms.txt]() Data updated: 2026-04-03T06:45:04.309Z Evaluation of Classification performance on the letRecog dataset, 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) | letRecog | | 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 | | --- | --- | --- | --- | | NODE | 97.2 | Not recorded | 68fa74901e209131cea628a1 | | FT | 97.17 | Not recorded | 68fa74901e209131cea628a1 | | SAINT | 96.72 | Not recorded | 68fa74901e209131cea628a1 | | RF | 96.59 | Not recorded | 68fa74901e209131cea628a1 | | LGBM | 96.51 | Not recorded | 68fa74901e209131cea628a1 | | XGB | 96.38 | Not recorded | 68fa74901e209131cea628a1 | | LORD | 96.32 | Not recorded | 68fa74901e209131cea628a1 | | RRL | 96.14 | Not recorded | 68fa74901e209131cea628a1 | | RNS | 95.82 | Not recorded | 68fa74901e209131cea628a1 | | SVM | 95.57 | Not recorded | 68fa74901e209131cea628a1 | | TabNet | 93.44 | Not recorded | 68fa74901e209131cea628a1 | | RIPPER | 92.94 | Not recorded | 68fa74901e209131cea628a1 | | PLNN | 92.34 | Not recorded | 68fa74901e209131cea628a1 | | KNN | 91.92 | Not recorded | 68fa74901e209131cea628a1 | | PTURS | 89.37 | Not recorded | 68fa74901e209131cea628a1 | | DRNET | 88.73 | Not recorded | 68fa74901e209131cea628a1 | | C4.5 | 88.2 | Not recorded | 68fa74901e209131cea628a1 | | CART | 87.62 | Not recorded | 68fa74901e209131cea628a1 | | CRS | 84.96 | Not recorded | 68fa74901e209131cea628a1 | | TabTrans | 81.75 | Not recorded | 68fa74901e209131cea628a1 | | BNN | 81.06 | Not recorded | 68fa74901e209131cea628a1 | | VIME | 80.05 | Not recorded | 68fa74901e209131cea628a1 | | STG | 78.18 | Not recorded | 68fa74901e209131cea628a1 | | LR | 72.05 | Not recorded | 68fa74901e209131cea628a1 | | SBRL | 64.32 | Not recorded | 68fa74901e209131cea628a1 | | CORELS | 61.13 | Not recorded | 68fa74901e209131cea628a1 | ### NODE F1 Score: 97.2. Result ID: 69cf61e347f34ce924b89ab5. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### FT F1 Score: 97.17. Result ID: 69cf61e347f34ce924b89ab3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### SAINT F1 Score: 96.72. Result ID: 69cf61e347f34ce924b89ab8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### RF F1 Score: 96.59. Result ID: 69cf61e347f34ce924b89ab7. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### LGBM F1 Score: 96.51. Result ID: 69cf61e347f34ce924b89ab4. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### XGB F1 Score: 96.38. Result ID: 69cf61e347f34ce924b89abe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### LORD F1 Score: 96.32. Result ID: 69cf61e347f34ce924b89ac5. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### RRL F1 Score: 96.14. Result ID: 69cf61e347f34ce924b89ac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### RNS F1 Score: 95.82. Result ID: 69cf61e347f34ce924b89acb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### SVM F1 Score: 95.57. Result ID: 69cf61e347f34ce924b89aba. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### TabNet F1 Score: 93.44. Result ID: 69cf61e347f34ce924b89abb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### RIPPER F1 Score: 92.94. Result ID: 69cf61e347f34ce924b89ac8. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### PLNN F1 Score: 92.34. Result ID: 69cf61e347f34ce924b89ab6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### KNN F1 Score: 91.92. Result ID: 69cf61e347f34ce924b89ac4. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### PTURS F1 Score: 89.37. Result ID: 69cf61e347f34ce924b89ac7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### DRNET F1 Score: 88.73. Result ID: 69cf61e347f34ce924b89ac3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### C4.5 F1 Score: 88.2. Result ID: 69cf61e347f34ce924b89abf. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### CART F1 Score: 87.62. Result ID: 69cf61e347f34ce924b89ac0. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### CRS F1 Score: 84.96. Result ID: 69cf61e347f34ce924b89ac2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### TabTrans F1 Score: 81.75. Result ID: 69cf61e347f34ce924b89abc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### BNN F1 Score: 81.06. Result ID: 69cf61e347f34ce924b89ab2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### VIME F1 Score: 80.05. Result ID: 69cf61e347f34ce924b89abd. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### STG F1 Score: 78.18. Result ID: 69cf61e347f34ce924b89ab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction. ### LR F1 Score: 72.05. Result ID: 69cf61e347f34ce924b89ac6. [Reporting paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### SBRL F1 Score: 64.32. Result ID: 69cf61e347f34ce924b89aca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction. ### CORELS F1 Score: 61.13. Result ID: 69cf61e347f34ce924b89ac1. [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.