# Watermark Detection on VoxPopuli-100k Scenario T1 Source: [Watermark Detection on VoxPopuli-100k Scenario T1]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:38:42.661Z Evaluation of Watermark Detection performance on the VoxPopuli-100k Scenario T1 dataset, reporting metrics such as AUC. 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) | VoxPopuli-100k Scenario T1 | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [AUC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 100 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 99.9 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 99.8 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 99.7 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 99.6 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 99.5 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 99.4 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 99.3 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 98.1 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 97.4 | Not recorded | 6a02b428dbc836b87d824730 | | AudioSeal | 97.2 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 96.5 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 95.6 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 95.6 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 94.8 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 87.3 | Not recorded | 6a02b428dbc836b87d824730 | | LSS | 80.3 | Not recorded | 6a02b428dbc836b87d824730 | | AudioWMD | 77.15 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioSeal | 67.8 | Not recorded | 6a02b428dbc836b87d824730 | | AudioWMD | 63.82 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 57.09 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioWMD | 56.73 | Not recorded | 6a30d876d33dfb23e783cb59 | | AudioWMD | 54.33 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 52.81 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 51.28 | Not recorded | 6a30d876d33dfb23e783cb59 | | WMD | 48.63 | Not recorded | 6a30d876d33dfb23e783cb59 | ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"None","Configuration":"–"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Lowpass","Configuration":"fc = 1.5 kHz"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Highpass","Configuration":"fc = 1 kHz"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Highpass","Configuration":"fc = 1.5 kHz"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Bandpass","Configuration":"500 Hz – 5 kHz"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"MP3","Configuration":"32 kbps"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Resample","Configuration":"\[24 → 16 → 24\] kHz"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"White Noise","Configuration":"SNR = 20 dB"}. This record does not assert independent reproduction. ### AudioSeal AUC: 100. Result ID: 6a02e58447f34ce924e5ac89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Pink Noise","Configuration":"SNR = 20 dB"}. This record does not assert independent reproduction. ### AudioSeal AUC: 99.9. Result ID: 6a02e58447f34ce924e5ac87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Pink Noise","Configuration":"SNR = 5 dB"}. This record does not assert independent reproduction. ### AudioSeal AUC: 99.8. Result ID: 6a02e58447f34ce924e5ac83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"White Noise","Configuration":"SNR = 5 dB"}. This record does not assert independent reproduction. ### LSS AUC: 99.7. Result ID: 6a02e58447f34ce924e5ac80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Resample","Configuration":"\[24 → 16 → 24\] kHz"}. This record does not assert independent reproduction. ### LSS AUC: 99.6. Result ID: 6a02e58447f34ce924e5ac72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"None","Configuration":"–"}. This record does not assert independent reproduction. ### LSS AUC: 99.5. Result ID: 6a02e58447f34ce924e5ac7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"MP3","Configuration":"32 kbps"}. This record does not assert independent reproduction. ### LSS AUC: 99.4. Result ID: 6a02e58447f34ce924e5ac88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Pink Noise","Configuration":"SNR = 20 dB"}. This record does not assert independent reproduction. ### LSS AUC: 99.3. Result ID: 6a02e58447f34ce924e5ac84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"White Noise","Configuration":"SNR = 20 dB"}. This record does not assert independent reproduction. ### LSS AUC: 98.1. Result ID: 6a02e58447f34ce924e5ac76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Lowpass","Configuration":"fc = 1.5 kHz"}. This record does not assert independent reproduction. ### LSS AUC: 97.4. Result ID: 6a02e58447f34ce924e5ac7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Bandpass","Configuration":"500 Hz – 5 kHz"}. This record does not assert independent reproduction. ### AudioSeal AUC: 97.2. Result ID: 6a02e58447f34ce924e5ac8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Average","Configuration":null}. This record does not assert independent reproduction. ### LSS AUC: 96.5. Result ID: 6a02e58447f34ce924e5ac74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Lowpass","Configuration":"fc = 1 kHz"}. This record does not assert independent reproduction. ### LSS AUC: 95.6. Result ID: 6a02e58447f34ce924e5ac86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Pink Noise","Configuration":"SNR = 5 dB"}. This record does not assert independent reproduction. ### LSS AUC: 95.6. Result ID: 6a02e58447f34ce924e5ac8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Average","Configuration":null}. This record does not assert independent reproduction. ### LSS AUC: 94.8. Result ID: 6a02e58447f34ce924e5ac82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"White Noise","Configuration":"SNR = 5 dB"}. This record does not assert independent reproduction. ### LSS AUC: 87.3. Result ID: 6a02e58447f34ce924e5ac78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Highpass","Configuration":"fc = 1 kHz"}. This record does not assert independent reproduction. ### LSS AUC: 80.3. Result ID: 6a02e58447f34ce924e5ac7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Highpass","Configuration":"fc = 1.5 kHz"}. This record does not assert independent reproduction. ### AudioWMD AUC: 77.15. Result ID: 6a30fd78fbc373592c2ce7a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"White-box"}. This record does not assert independent reproduction. ### AudioSeal AUC: 67.8. Result ID: 6a02e58447f34ce924e5ac75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manipulation":"Lowpass","Configuration":"fc = 1 kHz"}. This record does not assert independent reproduction. ### AudioWMD AUC: 63.82. Result ID: 6a30fd78fbc373592c2ce7a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Clean"}. This record does not assert independent reproduction. ### WMD AUC: 57.09. Result ID: 6a30fd78fbc373592c2ce79d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Clean"}. This record does not assert independent reproduction. ### AudioWMD AUC: 56.73. Result ID: 6a30fd78fbc373592c2ce7a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Overall"}. This record does not assert independent reproduction. ### AudioWMD AUC: 54.33. Result ID: 6a30fd78fbc373592c2ce7a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"No-box (Avg)"}. This record does not assert independent reproduction. ### WMD AUC: 52.81. Result ID: 6a30fd78fbc373592c2ce79c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Overall"}. This record does not assert independent reproduction. ### WMD AUC: 51.28. Result ID: 6a30fd78fbc373592c2ce79e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"No-box (Avg)"}. This record does not assert independent reproduction. ### WMD AUC: 48.63. Result ID: 6a30fd78fbc373592c2ce79f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"White-box"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.