# AI-Generated Text Detection on OPT unseen category Source: [AI-Generated Text Detection on OPT unseen category]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:53:21.027Z Evaluation of AI-Generated Text Detection models using the OPT unseen category dataset, reporting Accuracy and F1-Measure. 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) | OPT unseen category | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1-Measure](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DRGD | 89.1 | Not recorded | 69e06cfb7d0172140ec7c979 | | BERT | 82.1 | Not recorded | 69e06cfb7d0172140ec7c979 | | SCRN | 81.3 | Not recorded | 69e06cfb7d0172140ec7c979 | | DRGD | 80 | Not recorded | 69e06cfb7d0172140ec7c979 | | DRGD | 74.5 | Not recorded | 69e06cfb7d0172140ec7c979 | | DRGD | 72.1 | Not recorded | 69e06cfb7d0172140ec7c979 | | BERT | 68.8 | Not recorded | 69e06cfb7d0172140ec7c979 | | SCRN | 67.6 | Not recorded | 69e06cfb7d0172140ec7c979 | | DRGD | 67.5 | Not recorded | 69e06cfb7d0172140ec7c979 | | BERT | 67.3 | Not recorded | 69e06cfb7d0172140ec7c979 | | BERT | 66.9 | Not recorded | 69e06cfb7d0172140ec7c979 | | BERT | 66.9 | Not recorded | 69e06cfb7d0172140ec7c979 | | DRGD | 66.5 | Not recorded | 69e06cfb7d0172140ec7c979 | | BERT | 66.4 | Not recorded | 69e06cfb7d0172140ec7c979 | | SCRN | 64.1 | Not recorded | 69e06cfb7d0172140ec7c979 | | SCRN | 63.5 | Not recorded | 69e06cfb7d0172140ec7c979 | | SCRN | 62.6 | Not recorded | 69e06cfb7d0172140ec7c979 | | SCRN | 62.6 | Not recorded | 69e06cfb7d0172140ec7c979 | ### DRGD Accuracy: 89.1. Result ID: 69e0953f47f34ce924c99d63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Perturbation Type":"Original"}. This record does not assert independent reproduction. ### BERT Accuracy: 82.1. Result ID: 69e0953f47f34ce924c99d57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Original"}. This record does not assert independent reproduction. ### SCRN Accuracy: 81.3. Result ID: 69e0953f47f34ce924c99d5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Original"}. This record does not assert independent reproduction. ### DRGD Accuracy: 80. Result ID: 69e0953f47f34ce924c99d64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Perturbation Type":"Delete"}. This record does not assert independent reproduction. ### DRGD Accuracy: 74.5. Result ID: 69e0953f47f34ce924c99d67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Perturbation Type":"Replace"}. This record does not assert independent reproduction. ### DRGD Accuracy: 72.1. Result ID: 69e0953f47f34ce924c99d68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Perturbation Type":"Average"}. This record does not assert independent reproduction. ### BERT Accuracy: 68.8. Result ID: 69e0953f47f34ce924c99d58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Delete"}. This record does not assert independent reproduction. ### SCRN Accuracy: 67.6. Result ID: 69e0953f47f34ce924c99d5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Delete"}. This record does not assert independent reproduction. ### DRGD Accuracy: 67.5. Result ID: 69e0953f47f34ce924c99d66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Perturbation Type":"Insert"}. This record does not assert independent reproduction. ### BERT Accuracy: 67.3. Result ID: 69e0953f47f34ce924c99d5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Average"}. This record does not assert independent reproduction. ### BERT Accuracy: 66.9. Result ID: 69e0953f47f34ce924c99d59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Swap"}. This record does not assert independent reproduction. ### BERT Accuracy: 66.9. Result ID: 69e0953f47f34ce924c99d5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Insert"}. This record does not assert independent reproduction. ### DRGD Accuracy: 66.5. Result ID: 69e0953f47f34ce924c99d65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Perturbation Type":"Swap"}. This record does not assert independent reproduction. ### BERT Accuracy: 66.4. Result ID: 69e0953f47f34ce924c99d5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Replace"}. This record does not assert independent reproduction. ### SCRN Accuracy: 64.1. Result ID: 69e0953f47f34ce924c99d62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Average"}. This record does not assert independent reproduction. ### SCRN Accuracy: 63.5. Result ID: 69e0953f47f34ce924c99d61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Replace"}. This record does not assert independent reproduction. ### SCRN Accuracy: 62.6. Result ID: 69e0953f47f34ce924c99d5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Swap"}. This record does not assert independent reproduction. ### SCRN Accuracy: 62.6. Result ID: 69e0953f47f34ce924c99d60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Perturbation Type":"Insert"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.