# Selective Classification Routing on 35 datasets (test) Source: [Selective Classification Routing on 35 datasets (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:27:22.889Z Evaluation of Selective Classification Routing performance on the test split of the 35 datasets collection, measured by Violation Rate Exceedance. 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 | Selective Classification Routing | | Dataset (including any stated split) | 35 datasets (test) | | Metric | Violation Rate Exceedance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Violation Rate Exceedance](): Lower is better; unit: SCALAR. ## Recorded results | Method | Violation Rate Exceedance | Result date | Report paper | | --- | --- | --- | --- | | Gate Conformal | 6 | Not recorded | 69b8e01f0636e5bf4afbebac | | Gate Conformal | 7 | Not recorded | 69b8e01f0636e5bf4afbebac | | Gate Conformal | 8 | Not recorded | 69b8e01f0636e5bf4afbebac | | Gate Conformal | 8 | Not recorded | 69b8e01f0636e5bf4afbebac | | Regression Conformal | 31 | Not recorded | 69b8e01f0636e5bf4afbebac | | Regression Conformal | 57 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 62 | Not recorded | 69b8e01f0636e5bf4afbebac | | Regression Conformal | 64 | Not recorded | 69b8e01f0636e5bf4afbebac | | Regression Conformal | 80 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 106 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 128 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 151 | Not recorded | 69b8e01f0636e5bf4afbebac | ### Gate Conformal Violation Rate Exceedance: 6. Result ID: 69b92c7847f34ce924a28560. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.30"}. This record does not assert independent reproduction. ### Gate Conformal Violation Rate Exceedance: 7. Result ID: 69b92c7847f34ce924a2855a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.10"}. This record does not assert independent reproduction. ### Gate Conformal Violation Rate Exceedance: 8. Result ID: 69b92c7847f34ce924a2855d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.20"}. This record does not assert independent reproduction. ### Gate Conformal Violation Rate Exceedance: 8. Result ID: 69b92c7847f34ce924a28563. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.50"}. This record does not assert independent reproduction. ### Regression Conformal Violation Rate Exceedance: 31. Result ID: 69b92c7847f34ce924a2855b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.10"}. This record does not assert independent reproduction. ### Regression Conformal Violation Rate Exceedance: 57. Result ID: 69b92c7847f34ce924a2855e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.20"}. This record does not assert independent reproduction. ### Naive Violation Rate Exceedance: 62. Result ID: 69b92c7847f34ce924a28565. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.50"}. This record does not assert independent reproduction. ### Regression Conformal Violation Rate Exceedance: 64. Result ID: 69b92c7847f34ce924a28564. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.50"}. This record does not assert independent reproduction. ### Regression Conformal Violation Rate Exceedance: 80. Result ID: 69b92c7847f34ce924a28561. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.30"}. This record does not assert independent reproduction. ### Naive Violation Rate Exceedance: 106. Result ID: 69b92c7847f34ce924a28562. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.30"}. This record does not assert independent reproduction. ### Naive Violation Rate Exceedance: 128. Result ID: 69b92c7847f34ce924a2855f. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.20"}. This record does not assert independent reproduction. ### Naive Violation Rate Exceedance: 151. Result ID: 69b92c7847f34ce924a2855c. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.