# Watermark Detection on ELI5 and ICLR papers DTS setting Source: [Watermark Detection on ELI5 and ICLR papers DTS setting]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:15:45.753Z Evaluation of watermark detection performance using ROC-AUC and True Positive Rate at 1% and 10% False Positive thresholds on a dataset derived from ELI5 and ICLR papers under the DTS setting. 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 | Watermark Detection | | Dataset (including any stated split) | ELI5 and ICLR papers DTS setting | | Metric | ROC-AUC | | Unit | PERCENT | | 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: PERCENT. - [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 | | --- | --- | --- | --- | | Unicode ICW | 100 | Not recorded | 68fa78b31e209131cea79d68 | | Unicode ICW | 100 | Not recorded | 68fa78b31e209131cea79d68 | | Acrostics ICW | 100 | Not recorded | 68fa78b31e209131cea79d68 | | Initials ICW | 99.9 | Not recorded | 68fa78b31e209131cea79d68 | | YCZ+23 | 99.8 | Not recorded | 68fa78b31e209131cea79d68 | | Lexical ICW | 99.5 | Not recorded | 68fa78b31e209131cea79d68 | | PostMark | 97.7 | Not recorded | 68fa78b31e209131cea79d68 | | PostMark | 96.3 | Not recorded | 68fa78b31e209131cea79d68 | | Lexical ICW | 91 | Not recorded | 68fa78b31e209131cea79d68 | | Acrostics ICW | 59 | Not recorded | 68fa78b31e209131cea79d68 | | Initials ICW | 57.2 | Not recorded | 68fa78b31e209131cea79d68 | ### Unicode ICW ROC-AUC: 100. Result ID: 69d4aead47f34ce924bc06a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Unicode ICW ROC-AUC: 100. Result ID: 69d4aead47f34ce924bc06a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### Acrostics ICW ROC-AUC: 100. Result ID: 69d4aead47f34ce924bc06a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### Initials ICW ROC-AUC: 99.9. Result ID: 69d4aead47f34ce924bc06a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### YCZ+23 ROC-AUC: 99.8. Result ID: 69d4aead47f34ce924bc069e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Lexical ICW ROC-AUC: 99.5. Result ID: 69d4aead47f34ce924bc06a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### PostMark ROC-AUC: 97.7. Result ID: 69d4aead47f34ce924bc06a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-o3-mini"}. This record does not assert independent reproduction. ### PostMark ROC-AUC: 96.3. Result ID: 69d4aead47f34ce924bc069f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Lexical ICW ROC-AUC: 91. Result ID: 69d4aead47f34ce924bc06a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Acrostics ICW ROC-AUC: 59. Result ID: 69d4aead47f34ce924bc06a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Initials ICW ROC-AUC: 57.2. Result ID: 69d4aead47f34ce924bc06a1. [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.