# AIGT Detection on Cross-Domain Overall Source: [AIGT Detection on Cross-Domain Overall]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:01.516Z Evaluation of AIGT Detection performance on the overall configuration of the cross-domain AIGT detection dataset, utilizing metrics 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 | AIGT Detection | | Dataset (including any stated split) | cross-domain AIGT detection Overall | | Metric | OA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | ChatGPT-Detector | 0.9725 | Not recorded | 68fa73e41e209131cea5eb76 | | SeqXGPT | 0.9575 | Not recorded | 68fa73e41e209131cea5eb76 | | DeBERTa | 0.9475 | Not recorded | 68fa73e41e209131cea5eb76 | | SCRN | 0.93 | Not recorded | 68fa73e41e209131cea5eb76 | | BERT | 0.8975 | Not recorded | 68fa73e41e209131cea5eb76 | | RMLM | 0.8975 | Not recorded | 68fa73e41e209131cea5eb76 | | RDrop | 0.8925 | Not recorded | 68fa73e41e209131cea5eb76 | | RanMASK | 0.85 | Not recorded | 68fa73e41e209131cea5eb76 | | Flooding | 0.84 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Rank | 0.8375 | Not recorded | 68fa73e41e209131cea5eb76 | | RoBERTa | 0.83 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Likelihood | 0.82 | Not recorded | 68fa73e41e209131cea5eb76 | | GLTR | 0.775 | Not recorded | 68fa73e41e209131cea5eb76 | | Entropy | 0.7075 | Not recorded | 68fa73e41e209131cea5eb76 | ### ChatGPT-Detector OA: 0.9725. Result ID: 699311603a6c3148491377da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### SeqXGPT OA: 0.9575. Result ID: 699311603a6c3148491377d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### DeBERTa OA: 0.9475. Result ID: 699311603a6c3148491377d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### SCRN OA: 0.93. Result ID: 699311603a6c3148491377df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### BERT OA: 0.8975. Result ID: 699311603a6c3148491377d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### RMLM OA: 0.8975. Result ID: 699311603a6c3148491377de. [Reporting paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### RDrop OA: 0.8925. Result ID: 699311603a6c3148491377dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### RanMASK OA: 0.85. Result ID: 699311603a6c3148491377dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### Flooding OA: 0.84. Result ID: 699311603a6c3148491377db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### Log-Rank OA: 0.8375. Result ID: 699311603a6c3148491377d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### RoBERTa OA: 0.83. Result ID: 699311603a6c3148491377d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### Log-Likelihood OA: 0.82. Result ID: 699311603a6c3148491377d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### GLTR OA: 0.775. Result ID: 699311603a6c3148491377d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. ### Entropy OA: 0.7075. Result ID: 699311603a6c3148491377d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PWWS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.