# Machine-generated text detection on WikiHow M4 benchmark (test) Source: [Machine-generated text detection on WikiHow M4 benchmark (test)]() Collection index: [llms.txt]() Data updated: 2026-05-06T07:25:09.613Z Evaluation of models for detecting machine-generated text using the test split of the WikiHow M4 benchmark dataset, reporting AUROC and Accuracy. 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 | Machine-generated text detection | | Dataset (including any stated split) | WikiHow M4 benchmark (test) | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | RoBERTa | 100 | Not recorded | 68fa76fe1e209131cea704c7 | | RoBERTa | 100 | Not recorded | 68fa76fe1e209131cea704c7 | | RoBERTa | 100 | Not recorded | 68fa76fe1e209131cea704c7 | | ExaGPT | 99.5 | Not recorded | 68fa76fe1e209131cea704c7 | | DNA-GPT | 99.4 | Not recorded | 68fa76fe1e209131cea704c7 | | ExaGPT | 98.8 | Not recorded | 68fa76fe1e209131cea704c7 | | LR-GLTR | 97.5 | Not recorded | 68fa76fe1e209131cea704c7 | | LR-GLTR | 94.8 | Not recorded | 68fa76fe1e209131cea704c7 | | ExaGPT | 94.3 | Not recorded | 68fa76fe1e209131cea704c7 | | DNA-GPT | 87.7 | Not recorded | 68fa76fe1e209131cea704c7 | | LR-GLTR | 72.4 | Not recorded | 68fa76fe1e209131cea704c7 | | DNA-GPT | 44.6 | Not recorded | 68fa76fe1e209131cea704c7 | ### RoBERTa AUROC: 100. Result ID: 69faec5e47f34ce924dd74ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"ChatGPT"}. This record does not assert independent reproduction. ### RoBERTa AUROC: 100. Result ID: 69faec5e47f34ce924dd74b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"GPT-4"}. This record does not assert independent reproduction. ### RoBERTa AUROC: 100. Result ID: 69faec5e47f34ce924dd74b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Dolly-v2"}. This record does not assert independent reproduction. ### ExaGPT AUROC: 99.5. Result ID: 69faec5e47f34ce924dd74b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"ChatGPT"}. This record does not assert independent reproduction. ### DNA-GPT AUROC: 99.4. Result ID: 69faec5e47f34ce924dd74af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"ChatGPT"}. This record does not assert independent reproduction. ### ExaGPT AUROC: 98.8. Result ID: 69faec5e47f34ce924dd74b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"GPT-4"}. This record does not assert independent reproduction. ### LR-GLTR AUROC: 97.5. Result ID: 69faec5e47f34ce924dd74ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"ChatGPT"}. This record does not assert independent reproduction. ### LR-GLTR AUROC: 94.8. Result ID: 69faec5e47f34ce924dd74b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"GPT-4"}. This record does not assert independent reproduction. ### ExaGPT AUROC: 94.3. Result ID: 69faec5e47f34ce924dd74b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Dolly-v2"}. This record does not assert independent reproduction. ### DNA-GPT AUROC: 87.7. Result ID: 69faec5e47f34ce924dd74b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Dolly-v2"}. This record does not assert independent reproduction. ### LR-GLTR AUROC: 72.4. Result ID: 69faec5e47f34ce924dd74b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"Dolly-v2"}. This record does not assert independent reproduction. ### DNA-GPT AUROC: 44.6. Result ID: 69faec5e47f34ce924dd74b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generator":"GPT-4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.