# Misclassification Detection on SMS Non-Spam class Source: [Misclassification Detection on SMS Non-Spam class]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:18.804Z Evaluation of misclassification detection performance on the SMS Non-Spam class dataset, reporting AUROC and False Rejection Rate at 95% True Rejection Threshold. 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 Non-Spam class | | Metric | AUROC | | Unit | SCALAR | | 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 - [AUROC](): Higher is better; unit: SCALAR. - [FRR @ 95% TRR](): Lower is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | UQ-D | 0.9369 | Not recorded | 6995477609c33900fcd6d502 | | UQ-D | 0.9028 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8807 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8802 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8711 | Not recorded | 6995477609c33900fcd6d502 | | UQ-D | 0.8638 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8536 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8253 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8041 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8041 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.8027 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.789 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.7741 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.7538 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.7277 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.6332 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.6323 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.6323 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.6287 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.6105 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5722 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5531 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5531 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5252 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.5249 | Not recorded | 6995477609c33900fcd6d502 | | X-MAP | 0.4008 | Not recorded | 6995477609c33900fcd6d502 | ### UQ-D AUROC: 0.9369. Result ID: 699abadf5698665ec448dcea. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LogReg"}. This record does not assert independent reproduction. ### UQ-D AUROC: 0.9028. Result ID: 699abadf5698665ec448dcf3. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"SVM"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8807. Result ID: 699abadf5698665ec448dce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Original"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8802. Result ID: 699abadf5698665ec448dce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Vacuity"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8711. Result ID: 699abadf5698665ec448dce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Dissonance"}. This record does not assert independent reproduction. ### UQ-D AUROC: 0.8638. Result ID: 699abadf5698665ec448dcfb. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8536. Result ID: 699abadf5698665ec448dce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"D-alpha"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8253. Result ID: 699abadf5698665ec448dce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"Aleatory"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8041. Result ID: 699abadf5698665ec448dce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"D-beta"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8041. Result ID: 699abadf5698665ec448dce9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"ODIN"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.8027. Result ID: 699abadf5698665ec448dcee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Dissonance"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.789. Result ID: 699abadf5698665ec448dceb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Original"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.7741. Result ID: 699abadf5698665ec448dced. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Vacuity"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.7538. Result ID: 699abadf5698665ec448dcf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"D-alpha"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.7277. Result ID: 699abadf5698665ec448dcf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Original"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.6332. Result ID: 699abadf5698665ec448dcf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Aleatory"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.6323. Result ID: 699abadf5698665ec448dcf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"D-beta"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.6323. Result ID: 699abadf5698665ec448dcf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"ODIN"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.6287. Result ID: 699abadf5698665ec448dcf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Dissonance"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.6105. Result ID: 699abadf5698665ec448dcf8. [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: 0.5722. Result ID: 699abadf5698665ec448dcec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"Aleatory"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.5531. Result ID: 699abadf5698665ec448dcf9. [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: 0.5531. Result ID: 699abadf5698665ec448dcfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"ODIN"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.5252. Result ID: 699abadf5698665ec448dce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LogReg","Topic Representation":"REL-U"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.5249. Result ID: 699abadf5698665ec448dcf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"Naïve Bayes","Topic Representation":"Vacuity"}. This record does not assert independent reproduction. ### X-MAP AUROC: 0.4008. Result ID: 699abadf5698665ec448dcef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"SVM","Topic Representation":"REL-U"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.