# Watermarking Robustness on DTS Replacement 30%

Source: [Watermarking Robustness on DTS Replacement 30%](<https://www.sota2.com/research/sota/watermarking-robustness-on-dts-replacement-30-percent>)

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

Data updated: 2026-04-07T07:15:45.627Z

Evaluation of watermark robustness performance using detection metrics like ROC-AUC and True Positive Rate at specific False Positive thresholds on the DTS Replacement 30% dataset.

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 | Watermarking Robustness |
| Dataset (including any stated split) | DTS Replacement 30% |
| Metric | ROC-AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [ROC-AUC](<https://www.sota2.com/research/sota/watermarking-robustness-on-dts-replacement-30-percent.md?metric=ROC-AUC>): Higher is better; unit: PERCENT.

- [TPR @ 1% FP](<https://www.sota2.com/research/sota/watermarking-robustness-on-dts-replacement-30-percent.md?metric=TPR%20%40%201%25%20FP>): Higher is better; unit: PERCENT.

- [TPR @ 10% FP](<https://www.sota2.com/research/sota/watermarking-robustness-on-dts-replacement-30-percent.md?metric=TPR%20%40%2010%25%20FP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROC-AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Acrostics ICW | 100 | Not recorded | 68fa78b31e209131cea79d68 |
| Letter ICW | 99.9 | Not recorded | 68fa78b31e209131cea79d68 |
| YCZ+23 | 98.2 | Not recorded | 68fa78b31e209131cea79d68 |
| PostMark | 95.6 | Not recorded | 68fa78b31e209131cea79d68 |
| PostMark | 94.8 | Not recorded | 68fa78b31e209131cea79d68 |
| Lexical ICW | 75.8 | Not recorded | 68fa78b31e209131cea79d68 |
| Lexical ICW | 73.2 | Not recorded | 68fa78b31e209131cea79d68 |
| Letter ICW | 56.3 | Not recorded | 68fa78b31e209131cea79d68 |
| Acrostics ICW | 55.2 | Not recorded | 68fa78b31e209131cea79d68 |

### Acrostics ICW

ROC-AUC: 100. Result ID: 69d4aead47f34ce924bc0684.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction.

### Letter ICW

ROC-AUC: 99.9. Result ID: 69d4aead47f34ce924bc0682.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction.

### YCZ+23

ROC-AUC: 98.2. Result ID: 69d4aead47f34ce924bc067c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f591e209131cea45300.md>)

Recorded evaluation configuration: {"Language Model":"N/A"}. This record does not assert independent reproduction.

### PostMark

ROC-AUC: 95.6. Result ID: 69d4aead47f34ce924bc0681.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75311e209131cea6646e.md>)

Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction.

### PostMark

ROC-AUC: 94.8. Result ID: 69d4aead47f34ce924bc067d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75311e209131cea6646e.md>)

Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### Lexical ICW

ROC-AUC: 75.8. Result ID: 69d4aead47f34ce924bc0683.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction.

### Lexical ICW

ROC-AUC: 73.2. Result ID: 69d4aead47f34ce924bc067f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### Letter ICW

ROC-AUC: 56.3. Result ID: 69d4aead47f34ce924bc067e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### Acrostics ICW

ROC-AUC: 55.2. Result ID: 69d4aead47f34ce924bc0680.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b31e209131cea79d68.md>)

Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

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