# AI-generated text detection on Cross-genre AIGT Overall (test)

Source: [AI-generated text detection on Cross-genre AIGT Overall (test)](<https://www.sota2.com/research/sota/ai-generated-text-detection-on-cross-genre-aigt-overall-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:54:01.501Z

Evaluation of AI-generated text detection models using the Cross-genre AIGT Overall test set, measured by 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 | AI-generated text detection |
| Dataset (including any stated split) | Cross-genre AIGT Overall (test) |
| 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](<https://www.sota2.com/research/sota/ai-generated-text-detection-on-cross-genre-aigt-overall-test.md?metric=OA>): Higher is better; unit: PERCENT.

- [AUA](<https://www.sota2.com/research/sota/ai-generated-text-detection-on-cross-genre-aigt-overall-test.md?metric=AUA>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/ai-generated-text-detection-on-cross-genre-aigt-overall-test.md?metric=ASR>): Higher is better; unit: PERCENT.

- [ANQ](<https://www.sota2.com/research/sota/ai-generated-text-detection-on-cross-genre-aigt-overall-test.md?metric=ANQ>): Higher is better; unit: SCALAR.

## Recorded results

| Method | OA | Result date | Report paper |
| --- | --- | --- | --- |
| SeqXGPT | 86.75 | Not recorded | 68fa73e41e209131cea5eb76 |
| Flooding | 85 | Not recorded | 68fa73e41e209131cea5eb76 |
| RDrop | 84 | Not recorded | 68fa73e41e209131cea5eb76 |
| DeBERTa | 83.75 | Not recorded | 68fa73e41e209131cea5eb76 |
| RoBERTa | 82.5 | Not recorded | 68fa73e41e209131cea5eb76 |
| SCRN | 82.5 | Not recorded | 68fa73e41e209131cea5eb76 |
| Log-Rank | 81 | Not recorded | 68fa73e41e209131cea5eb76 |
| Log-Likelihood | 79.75 | Not recorded | 68fa73e41e209131cea5eb76 |
| RanMASK | 77 | Not recorded | 68fa73e41e209131cea5eb76 |
| BERT | 76.25 | Not recorded | 68fa73e41e209131cea5eb76 |
| Entropy | 75.75 | Not recorded | 68fa73e41e209131cea5eb76 |
| ChatGPT-Detector | 75.75 | Not recorded | 68fa73e41e209131cea5eb76 |
| RMLM | 75.25 | Not recorded | 68fa73e41e209131cea5eb76 |
| GLTR | 74 | Not recorded | 68fa73e41e209131cea5eb76 |

### SeqXGPT

OA: 86.75. Result ID: 699311603a6c3148491377ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71751e209131cea51585.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### Flooding

OA: 85. Result ID: 699311603a6c3148491377b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea2361d.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### RDrop

OA: 84. Result ID: 699311603a6c3148491377b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8c6.md>)

[Implementation](<https://github.com/dropreg/R-Drop>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### DeBERTa

OA: 83.75. Result ID: 699311603a6c3148491377af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2a6.md>)

[Implementation](<https://github.com/microsoft/DeBERTa111>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### RoBERTa

OA: 82.5. Result ID: 699311603a6c3148491377ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### SCRN

OA: 82.5. Result ID: 699311603a6c3148491377b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Implementation](<https://github.com/CarlanLark/Robust-AIGC-Detector>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### Log-Rank

OA: 81. Result ID: 699311603a6c3148491377a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701a1e209131cea49064.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### Log-Likelihood

OA: 79.75. Result ID: 699311603a6c3148491377a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ae1e209131cea11b7a.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### RanMASK

OA: 77. Result ID: 699311603a6c3148491377b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a751e209131cea2844a.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### BERT

OA: 76.25. Result ID: 699311603a6c3148491377ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### Entropy

OA: 75.75. Result ID: 699311603a6c3148491377aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e11e209131cea0d18b.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### ChatGPT-Detector

OA: 75.75. Result ID: 699311603a6c3148491377b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fab2.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### RMLM

OA: 75.25. Result ID: 699311603a6c3148491377b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

### GLTR

OA: 74. Result ID: 699311603a6c3148491377ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e41e209131cea5eb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e11e209131cea0d18b.md>)

Recorded evaluation configuration: {"Adversarial attack":"PWWS"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
