# Conformal Routing Safety Control on OpenML general-purpose (test) Source: [Conformal Routing Safety Control on OpenML general-purpose (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T10:27:22.909Z Evaluation of Conformal Routing Safety Control performance on the test split of the OpenML general-purpose dataset, measured by violation rates. 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 | Conformal Routing Safety Control | | Dataset (including any stated split) | OpenML general-purpose (test) | | Metric | Violation Exceedance Count | | 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 Exceedance Count](): Lower is better; unit: SCALAR. - [Violation Exceedance Rate (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Violation Exceedance Count | Result date | Report paper | | --- | --- | --- | --- | | Gate Conformal | 0 | Not recorded | 69b8e01f0636e5bf4afbebac | | Gate Conformal | 1 | Not recorded | 69b8e01f0636e5bf4afbebac | | Gate Conformal | 2 | Not recorded | 69b8e01f0636e5bf4afbebac | | Gate Conformal | 4 | Not recorded | 69b8e01f0636e5bf4afbebac | | Reg. Conf. | 20 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 39 | Not recorded | 69b8e01f0636e5bf4afbebac | | Reg. Conf. | 48 | Not recorded | 69b8e01f0636e5bf4afbebac | | Reg. Conf. | 50 | Not recorded | 69b8e01f0636e5bf4afbebac | | Reg. Conf. | 50 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 53 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 58 | Not recorded | 69b8e01f0636e5bf4afbebac | | Naive | 64 | Not recorded | 69b8e01f0636e5bf4afbebac | ### Gate Conformal Violation Exceedance Count: 0. Result ID: 69b92c7847f34ce924a28566. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.10"}. This record does not assert independent reproduction. ### Gate Conformal Violation Exceedance Count: 1. Result ID: 69b92c7847f34ce924a28567. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.20"}. This record does not assert independent reproduction. ### Gate Conformal Violation Exceedance Count: 2. Result ID: 69b92c7847f34ce924a28568. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.30"}. This record does not assert independent reproduction. ### Gate Conformal Violation Exceedance Count: 4. Result ID: 69b92c7847f34ce924a28569. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.50"}. This record does not assert independent reproduction. ### Reg. Conf. Violation Exceedance Count: 20. Result ID: 69b92c7847f34ce924a2856a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.10"}. This record does not assert independent reproduction. ### Naive Violation Exceedance Count: 39. Result ID: 69b92c7847f34ce924a28571. [Reporting paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.50"}. This record does not assert independent reproduction. ### Reg. Conf. Violation Exceedance Count: 48. Result ID: 69b92c7847f34ce924a2856b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.20"}. This record does not assert independent reproduction. ### Reg. Conf. Violation Exceedance Count: 50. Result ID: 69b92c7847f34ce924a2856c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.30"}. This record does not assert independent reproduction. ### Reg. Conf. Violation Exceedance Count: 50. Result ID: 69b92c7847f34ce924a2856d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.50"}. This record does not assert independent reproduction. ### Naive Violation Exceedance Count: 53. Result ID: 69b92c7847f34ce924a28570. [Reporting paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.30"}. This record does not assert independent reproduction. ### Naive Violation Exceedance Count: 58. Result ID: 69b92c7847f34ce924a2856f. [Reporting paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.20"}. This record does not assert independent reproduction. ### Naive Violation Exceedance Count: 64. Result ID: 69b92c7847f34ce924a2856e. [Reporting paper]() Recorded evaluation configuration: {"Target Alpha (α)":"0.10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.