# AIGT detection on HC3 PWWS attack, Human to AI (in-domain) Source: [AIGT detection on HC3 PWWS attack, Human to AI (in-domain)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:01.363Z Evaluation of AI-Generated Text (AIGT) detection performance on data generated via the PWWS attack, specifically focusing on the in-domain Human to AI scenario. Metrics reported include 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) | HC3 PWWS attack, Human to AI (in-domain) | | 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 | | --- | --- | --- | --- | | Log-Likelihood | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | SeqXGPT | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | RoBERTa | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | DeBERTa | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | ChatGPT-Detector | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | Flooding | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | RDrop | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | RanMASK | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | RMLM | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | SCRN | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | BERT | 99.5 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Rank | 99 | Not recorded | 68fa73e41e209131cea5eb76 | | GLTR | 99 | Not recorded | 68fa73e41e209131cea5eb76 | | Entropy | 95 | Not recorded | 68fa73e41e209131cea5eb76 | ### Log-Likelihood OA: 100. Result ID: 699311603a6c3148491376fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeqXGPT OA: 100. Result ID: 699311603a6c314849137702. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa OA: 100. Result ID: 699311603a6c314849137704. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeBERTa OA: 100. Result ID: 699311603a6c314849137705. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-Detector OA: 100. Result ID: 699311603a6c314849137706. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flooding OA: 100. Result ID: 699311603a6c314849137707. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDrop OA: 100. Result ID: 699311603a6c314849137708. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RanMASK OA: 100. Result ID: 699311603a6c314849137709. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RMLM OA: 100. Result ID: 699311603a6c31484913770a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRN OA: 100. Result ID: 699311603a6c31484913770b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT OA: 99.5. Result ID: 699311603a6c314849137703. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-Rank OA: 99. Result ID: 699311603a6c3148491376ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLTR OA: 99. Result ID: 699311603a6c314849137701. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Entropy OA: 95. Result ID: 699311603a6c314849137700. [Reporting paper]() [Method origin 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.