# Text Adversarial Example Detection on Ag-News Source: [Text Adversarial Example Detection on Ag-News]() Collection index: [llms.txt]() Data updated: 2026-03-16T08:53:49.552Z Evaluation of model performance in detecting adversarial text manipulations on the Ag-News dataset, measured using TPR@10, F1 score, and AUC. 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 | Text Adversarial Example Detection | | Dataset (including any stated split) | Ag-News | | Metric | TPR@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [TPR@10](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | TPR@10 | Result date | Report paper | | --- | --- | --- | --- | | RTD-Guard | 100 | Not recorded | 69b78e570636e5bf4afbd9fa | | GradMask | 99 | Not recorded | 69b78e570636e5bf4afbd9fa | | RTD-Guard | 98.1 | Not recorded | 69b78e570636e5bf4afbd9fa | | RTD-Guard | 98.1 | Not recorded | 69b78e570636e5bf4afbd9fa | | RTD-Guard | 97.5 | Not recorded | 69b78e570636e5bf4afbd9fa | | WDR | 96.5 | Not recorded | 69b78e570636e5bf4afbd9fa | | RDE | 95.8 | Not recorded | 69b78e570636e5bf4afbd9fa | | GradMask | 95.4 | Not recorded | 69b78e570636e5bf4afbd9fa | | WDR | 94.2 | Not recorded | 69b78e570636e5bf4afbd9fa | | WDR | 94.1 | Not recorded | 69b78e570636e5bf4afbd9fa | | RDE | 92.2 | Not recorded | 69b78e570636e5bf4afbd9fa | | WDR | 91.4 | Not recorded | 69b78e570636e5bf4afbd9fa | | FGWS | 91 | Not recorded | 69b78e570636e5bf4afbd9fa | | GradMask | 90.9 | Not recorded | 69b78e570636e5bf4afbd9fa | | GradMask | 90.6 | Not recorded | 69b78e570636e5bf4afbd9fa | | RDE | 89.7 | Not recorded | 69b78e570636e5bf4afbd9fa | | RDE | 89.6 | Not recorded | 69b78e570636e5bf4afbd9fa | | FGWS | 82.4 | Not recorded | 69b78e570636e5bf4afbd9fa | | MLE | 78.3 | Not recorded | 69b78e570636e5bf4afbd9fa | | MLE | 73.5 | Not recorded | 69b78e570636e5bf4afbd9fa | | MLE | 71.6 | Not recorded | 69b78e570636e5bf4afbd9fa | | PPL | 69.5 | Not recorded | 69b78e570636e5bf4afbd9fa | | MLE | 68.3 | Not recorded | 69b78e570636e5bf4afbd9fa | | PPL | 66.2 | Not recorded | 69b78e570636e5bf4afbd9fa | | FGWS | 65 | Not recorded | 69b78e570636e5bf4afbd9fa | | FGWS | 64.1 | Not recorded | 69b78e570636e5bf4afbd9fa | | PPL | 31.4 | Not recorded | 69b78e570636e5bf4afbd9fa | | PPL | 23 | Not recorded | 69b78e570636e5bf4afbd9fa | ### RTD-Guard TPR@10: 100. Result ID: 69b7c50647f34ce9249f89fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### GradMask TPR@10: 99. Result ID: 69b7c50647f34ce9249f89f6. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### RTD-Guard TPR@10: 98.1. Result ID: 69b7c50647f34ce9249f89f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### RTD-Guard TPR@10: 98.1. Result ID: 69b7c50647f34ce9249f89f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. ### RTD-Guard TPR@10: 97.5. Result ID: 69b7c50647f34ce9249f89f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### WDR TPR@10: 96.5. Result ID: 69b7c50647f34ce9249f89ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### RDE TPR@10: 95.8. Result ID: 69b7c50647f34ce9249f89eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### GradMask TPR@10: 95.4. Result ID: 69b7c50647f34ce9249f89f3. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### WDR TPR@10: 94.2. Result ID: 69b7c50647f34ce9249f89f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### WDR TPR@10: 94.1. Result ID: 69b7c50647f34ce9249f89f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### RDE TPR@10: 92.2. Result ID: 69b7c50647f34ce9249f89ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### WDR TPR@10: 91.4. Result ID: 69b7c50647f34ce9249f89f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. ### FGWS TPR@10: 91. Result ID: 69b7c50647f34ce9249f89e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### GradMask TPR@10: 90.9. Result ID: 69b7c50647f34ce9249f89f4. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### GradMask TPR@10: 90.6. Result ID: 69b7c50647f34ce9249f89f5. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. ### RDE TPR@10: 89.7. Result ID: 69b7c50647f34ce9249f89ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### RDE TPR@10: 89.6. Result ID: 69b7c50647f34ce9249f89ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. ### FGWS TPR@10: 82.4. Result ID: 69b7c50647f34ce9249f89e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### MLE TPR@10: 78.3. Result ID: 69b7c50647f34ce9249f89e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### MLE TPR@10: 73.5. Result ID: 69b7c50647f34ce9249f89e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### MLE TPR@10: 71.6. Result ID: 69b7c50647f34ce9249f89e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### PPL TPR@10: 69.5. Result ID: 69b7c50647f34ce9249f89df. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"TextFooler"}. This record does not assert independent reproduction. ### MLE TPR@10: 68.3. Result ID: 69b7c50647f34ce9249f89e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. ### PPL TPR@10: 66.2. Result ID: 69b7c50647f34ce9249f89e0. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"PWWS"}. This record does not assert independent reproduction. ### FGWS TPR@10: 65. Result ID: 69b7c50647f34ce9249f89e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. ### FGWS TPR@10: 64.1. Result ID: 69b7c50647f34ce9249f89ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### PPL TPR@10: 31.4. Result ID: 69b7c50647f34ce9249f89e2. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"TF-adj"}. This record does not assert independent reproduction. ### PPL TPR@10: 23. Result ID: 69b7c50647f34ce9249f89e1. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"BAE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.