# AI-Generated Text Detection on Cross-genre (test) Source: [AI-Generated Text Detection on Cross-genre (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:01.463Z Evaluation of AI-Generated Text Detection models using the cross-genre test split, measured by OA, AUA, ASR, and ANQ. 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 | AI-Generated Text Detection | | Dataset (including any stated split) | Cross-genre (test) | | Metric | OA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [OA](): Higher is better; unit: PERCENT. - [AUA](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. - [ANQ](): Higher is better; unit: SCALAR. ## Recorded results | Method | OA | Result date | Report paper | | --- | --- | --- | --- | | Log-Likelihood | 97.5 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Rank | 97.5 | Not recorded | 68fa73e41e209131cea5eb76 | | GLTR | 97.5 | Not recorded | 68fa73e41e209131cea5eb76 | | BERT | 95.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RDrop | 95 | Not recorded | 68fa73e41e209131cea5eb76 | | SCRN | 94.5 | Not recorded | 68fa73e41e209131cea5eb76 | | ChatGPT-Detector | 93 | Not recorded | 68fa73e41e209131cea5eb76 | | RMLM | 92 | Not recorded | 68fa73e41e209131cea5eb76 | | DeBERTa | 90 | Not recorded | 68fa73e41e209131cea5eb76 | | SeqXGPT | 88 | Not recorded | 68fa73e41e209131cea5eb76 | | Flooding | 87.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RanMASK | 87 | Not recorded | 68fa73e41e209131cea5eb76 | | SeqXGPT | 85.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RoBERTa | 83 | Not recorded | 68fa73e41e209131cea5eb76 | | Flooding | 82.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RoBERTa | 82 | Not recorded | 68fa73e41e209131cea5eb76 | | Entropy | 77.5 | Not recorded | 68fa73e41e209131cea5eb76 | | DeBERTa | 77.5 | Not recorded | 68fa73e41e209131cea5eb76 | | Entropy | 74 | Not recorded | 68fa73e41e209131cea5eb76 | | RDrop | 73 | Not recorded | 68fa73e41e209131cea5eb76 | | SCRN | 70.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RanMASK | 67 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Rank | 64.5 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Likelihood | 62 | Not recorded | 68fa73e41e209131cea5eb76 | | ChatGPT-Detector | 58.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RMLM | 58.5 | Not recorded | 68fa73e41e209131cea5eb76 | | BERT | 57 | Not recorded | 68fa73e41e209131cea5eb76 | | GLTR | 50.5 | Not recorded | 68fa73e41e209131cea5eb76 | | RoBERTa | 0.825 | Not recorded | 68fa73e41e209131cea5eb76 | | SCRN | 0.8225 | Not recorded | 68fa73e41e209131cea5eb76 | | RanMASK | 0.77 | Not recorded | 68fa73e41e209131cea5eb76 | | RMLM | 0.7525 | Not recorded | 68fa73e41e209131cea5eb76 | ### Log-Likelihood OA: 97.5. Result ID: 699311603a6c31484913779a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Log-Rank OA: 97.5. Result ID: 699311603a6c31484913779b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### GLTR OA: 97.5. Result ID: 699311603a6c31484913779d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### BERT OA: 95.5. Result ID: 699311603a6c31484913779f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RDrop OA: 95. Result ID: 699311603a6c314849137796. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### SCRN OA: 94.5. Result ID: 699311603a6c314849137799. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### ChatGPT-Detector OA: 93. Result ID: 699311603a6c3148491377a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RMLM OA: 92. Result ID: 699311603a6c3148491377a6. [Reporting paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### DeBERTa OA: 90. Result ID: 699311603a6c314849137793. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### SeqXGPT OA: 88. Result ID: 699311603a6c31484913779e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Flooding OA: 87.5. Result ID: 699311603a6c314849137795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RanMASK OA: 87. Result ID: 699311603a6c3148491377a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### SeqXGPT OA: 85.5. Result ID: 699311603a6c314849137790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RoBERTa OA: 83. Result ID: 699311603a6c3148491377a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Flooding OA: 82.5. Result ID: 699311603a6c3148491377a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RoBERTa OA: 82. Result ID: 699311603a6c314849137792. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Entropy OA: 77.5. Result ID: 699311603a6c31484913778e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### DeBERTa OA: 77.5. Result ID: 699311603a6c3148491377a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Entropy OA: 74. Result ID: 699311603a6c31484913779c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RDrop OA: 73. Result ID: 699311603a6c3148491377a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### SCRN OA: 70.5. Result ID: 699311603a6c3148491377a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RanMASK OA: 67. Result ID: 699311603a6c314849137797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Log-Rank OA: 64.5. Result ID: 699311603a6c31484913778d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### Log-Likelihood OA: 62. Result ID: 699311603a6c31484913778c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### ChatGPT-Detector OA: 58.5. Result ID: 699311603a6c314849137794. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RMLM OA: 58.5. Result ID: 699311603a6c314849137798. [Reporting paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### BERT OA: 57. Result ID: 699311603a6c314849137791. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### GLTR OA: 50.5. Result ID: 699311603a6c31484913778f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction. ### RoBERTa OA: 0.825. Result ID: 699311603a6c314849137784. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRN OA: 0.8225. Result ID: 699311603a6c314849137787. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RanMASK OA: 0.77. Result ID: 699311603a6c314849137785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RMLM OA: 0.7525. Result ID: 699311603a6c314849137786. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.