# Misclassification Detection on SMS Spam class Source: [Misclassification Detection on SMS Spam class]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:18.781Z Evaluation of Misclassification Detection performance on the SMS Spam class dataset, reporting AUROC and FRR@95%TRR. 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 | Misclassification Detection | | Dataset (including any stated split) | SMS Spam class | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [AUROC](): Higher is better; unit: SCALAR. - [FRR@95%TRR](): Lower is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | UQ-D | 0.982 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9763 | Not recorded | 6995477609c33900fcd6d502 | | UQ-D | 0.9734 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9574 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9475 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9474 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.947 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9411 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9411 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9409 | Not recorded | 6995477609c33900fcd6d502 | | UQ-D | 0.9367 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9316 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9264 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9249 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.909 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.909 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9063 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.9057 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8954 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8655 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.857 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8545 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8545 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8392 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8283 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5941 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5064 | Not recorded | 6995477609c33900fcd6d502 | ### UQ-D AUROC: 0.982. Result ID: 699abadf5698665ec448dce1. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9763. Result ID: 699abadf5698665ec448dcc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Aleatory"}. This record does not assert independent reproduction. ### UQ-D AUROC: 0.9734. Result ID: 699abadf5698665ec448dcd8. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"SVM"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9574. Result ID: 699abadf5698665ec448dcd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Original"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9475. Result ID: 699abadf5698665ec448dcde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"D-alpha"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9474. Result ID: 699abadf5698665ec448dcca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Dissonance"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.947. Result ID: 699abadf5698665ec448dcc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Vacuity"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9411. Result ID: 699abadf5698665ec448dcdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"D-beta"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9411. Result ID: 699abadf5698665ec448dce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"ODIN"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9409. Result ID: 699abadf5698665ec448dcc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Original"}. This record does not assert independent reproduction. ### UQ-D AUROC: 0.9367. Result ID: 699abadf5698665ec448dccf. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LogReg"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9316. Result ID: 699abadf5698665ec448dcd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"D-alpha"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9264. Result ID: 699abadf5698665ec448dcd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Aleatory"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9249. Result ID: 699abadf5698665ec448dcd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Original"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.909. Result ID: 699abadf5698665ec448dcd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"D-beta"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.909. Result ID: 699abadf5698665ec448dcd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"ODIN"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9063. Result ID: 699abadf5698665ec448dcd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Dissonance"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.9057. Result ID: 699abadf5698665ec448dcd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"REL-U"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8954. Result ID: 699abadf5698665ec448dccc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"D-alpha"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8655. Result ID: 699abadf5698665ec448dcda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Aleatory"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.857. Result ID: 699abadf5698665ec448dcd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Vacuity"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8545. Result ID: 699abadf5698665ec448dccd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"D-beta"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8545. Result ID: 699abadf5698665ec448dcce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"ODIN"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8392. Result ID: 699abadf5698665ec448dcdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"REL-U"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8283. Result ID: 699abadf5698665ec448dccb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"REL-U"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.5941. Result ID: 699abadf5698665ec448dcdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Dissonance"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.5064. Result ID: 699abadf5698665ec448dcdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Vacuity"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.