# Watermarking Robustness on DTS Paraphrase - ChatGPT Source: [Watermarking Robustness on DTS Paraphrase - ChatGPT]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:15:45.682Z Evaluation of watermark robustness performance on the DTS dataset subjected to paraphrasing attacks generated by ChatGPT. Performance is measured using ROC-AUC and True Positive Rate at specific False Positive thresholds (T@1%F, T@10%F). 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 Paraphrase - ChatGPT | | Metric | ROC-AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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](): Higher is better; unit: SCALAR. - [TPR @ 1% FPR](): Higher is better; unit: PERCENT. - [TPR @ 10% FPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | Lexical ICW | 0.924 | Not recorded | 68fa78b31e209131cea79d68 | | Acrostics ICW | 0.922 | Not recorded | 68fa78b31e209131cea79d68 | | Letter ICW | 0.887 | Not recorded | 68fa78b31e209131cea79d68 | | Lexical ICW | 0.849 | Not recorded | 68fa78b31e209131cea79d68 | | PostMark | 0.841 | Not recorded | 68fa78b31e209131cea79d68 | | PostMark | 0.791 | Not recorded | 68fa78b31e209131cea79d68 | | YCZ+23 | 0.557 | Not recorded | 68fa78b31e209131cea79d68 | | Letter ICW | 0.533 | Not recorded | 68fa78b31e209131cea79d68 | | Unicode ICW | 0.5 | Not recorded | 68fa78b31e209131cea79d68 | | Unicode ICW | 0.5 | Not recorded | 68fa78b31e209131cea79d68 | | Acrostics ICW | 0.497 | Not recorded | 68fa78b31e209131cea79d68 | ### Lexical ICW ROC-AUC: 0.924. Result ID: 69d4aead47f34ce924bc0697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### Acrostics ICW ROC-AUC: 0.922. Result ID: 69d4aead47f34ce924bc0698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### Letter ICW ROC-AUC: 0.887. Result ID: 69d4aead47f34ce924bc0696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### Lexical ICW ROC-AUC: 0.849. Result ID: 69d4aead47f34ce924bc0692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### PostMark ROC-AUC: 0.841. Result ID: 69d4aead47f34ce924bc0694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### PostMark ROC-AUC: 0.791. Result ID: 69d4aead47f34ce924bc068f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### YCZ+23 ROC-AUC: 0.557. Result ID: 69d4aead47f34ce924bc068e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"N/A"}. This record does not assert independent reproduction. ### Letter ICW ROC-AUC: 0.533. Result ID: 69d4aead47f34ce924bc0691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Unicode ICW ROC-AUC: 0.5. Result ID: 69d4aead47f34ce924bc0690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Unicode ICW ROC-AUC: 0.5. Result ID: 69d4aead47f34ce924bc0695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### Acrostics ICW ROC-AUC: 0.497. Result ID: 69d4aead47f34ce924bc0693. [Reporting paper]() [Method origin paper]() 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.