# AIGT detection on HC3 Deep-Word-Bug attack Overall (in-domain) Source: [AIGT detection on HC3 Deep-Word-Bug attack Overall (in-domain)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:01.385Z Evaluation of AI Generated Text (AIGT) detection performance using the overall results from the HC3 dataset subset generated via the Deep-Word-Bug attack, measured using OA, AUA, ASR, and ANQ metrics. 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 Deep-Word-Bug attack Overall (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 | | --- | --- | --- | --- | | RoBERTa | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | DeBERTa | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | Flooding | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | RanMASK | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | RMLM | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | SCRN | 100 | Not recorded | 68fa73e41e209131cea5eb76 | | SeqXGPT | 99.75 | Not recorded | 68fa73e41e209131cea5eb76 | | BERT | 99.75 | Not recorded | 68fa73e41e209131cea5eb76 | | RDrop | 99.75 | Not recorded | 68fa73e41e209131cea5eb76 | | ChatGPT-Detector | 99 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Likelihood | 98 | Not recorded | 68fa73e41e209131cea5eb76 | | Log-Rank | 97.75 | Not recorded | 68fa73e41e209131cea5eb76 | | GLTR | 97 | Not recorded | 68fa73e41e209131cea5eb76 | | Entropy | 90.5 | Not recorded | 68fa73e41e209131cea5eb76 | ### RoBERTa OA: 100. Result ID: 699311603a6c31484913773c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeBERTa OA: 100. Result ID: 699311603a6c31484913773d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flooding OA: 100. Result ID: 699311603a6c31484913773f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RanMASK OA: 100. Result ID: 699311603a6c314849137741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RMLM OA: 100. Result ID: 699311603a6c314849137742. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRN OA: 100. Result ID: 699311603a6c314849137743. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeqXGPT OA: 99.75. Result ID: 699311603a6c31484913773a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT OA: 99.75. Result ID: 699311603a6c31484913773b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDrop OA: 99.75. Result ID: 699311603a6c314849137740. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-Detector OA: 99. Result ID: 699311603a6c31484913773e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-Likelihood OA: 98. Result ID: 699311603a6c314849137736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-Rank OA: 97.75. Result ID: 699311603a6c314849137737. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLTR OA: 97. Result ID: 699311603a6c314849137739. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Entropy OA: 90.5. Result ID: 699311603a6c314849137738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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