# Ownership Verification on MNIST MT Source: [Ownership Verification on MNIST MT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:29.917Z Evaluation of Ownership Verification performance on the MNIST MT dataset, focusing on accuracy metrics related to watermark presence and robustness drops. 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 | Ownership Verification | | Dataset (including any stated split) | MNIST MT | | Metric | Accuracy (Watermark Patch) | | 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 - [Accuracy (Watermark Patch)](): Higher is better; unit: PERCENT. - [Accuracy (No Patch)](): Higher is better; unit: PERCENT. - [Avg Drop (CUTI)](): Lower is better; unit: SCALAR. - [Avg Drop (NTL)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (Watermark Patch) | Result date | Report paper | | --- | --- | --- | --- | | SL | 99 | Not recorded | 68fa6ed11e209131cea42650 | | SL | 96.6 | Not recorded | 68fa6ed11e209131cea42650 | | RTAL | 24 | Not recorded | 68fa6ed11e209131cea42650 | | CUTI-domain | 16.8 | Not recorded | 68fa6ed11e209131cea42650 | | Overwriting | 14.9 | Not recorded | 68fa6ed11e209131cea42650 | | EWC | 14.6 | Not recorded | 68fa6ed11e209131cea42650 | | AU | 14.6 | Not recorded | 68fa6ed11e209131cea42650 | | FTAL | 14.3 | Not recorded | 68fa6ed11e209131cea42650 | | CUTI-domain | 11.3 | Not recorded | 68fa6ed11e209131cea42650 | | EWC | 9.7 | Not recorded | 68fa6ed11e209131cea42650 | | RTAL | 9.4 | Not recorded | 68fa6ed11e209131cea42650 | | Overwriting | 9.4 | Not recorded | 68fa6ed11e209131cea42650 | | FTAL | 9 | Not recorded | 68fa6ed11e209131cea42650 | | AU | 9 | Not recorded | 68fa6ed11e209131cea42650 | ### SL Accuracy (Watermark Patch): 99. Result ID: 69904db73a6c314849ff937b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SL Accuracy (Watermark Patch): 96.6. Result ID: 69904db73a6c314849ff9390. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTAL Accuracy (Watermark Patch): 24. Result ID: 69904db73a6c314849ff9393. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### CUTI-domain Accuracy (Watermark Patch): 16.8. Result ID: 69904db73a6c314849ff9391. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Overwriting Accuracy (Watermark Patch): 14.9. Result ID: 69904db73a6c314849ff9396. [Reporting paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### EWC Accuracy (Watermark Patch): 14.6. Result ID: 69904db73a6c314849ff9394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### AU Accuracy (Watermark Patch): 14.6. Result ID: 69904db73a6c314849ff9395. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### FTAL Accuracy (Watermark Patch): 14.3. Result ID: 69904db73a6c314849ff9392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### CUTI-domain Accuracy (Watermark Patch): 11.3. Result ID: 69904db73a6c314849ff937c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EWC Accuracy (Watermark Patch): 9.7. Result ID: 69904db73a6c314849ff937f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### RTAL Accuracy (Watermark Patch): 9.4. Result ID: 69904db73a6c314849ff937e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### Overwriting Accuracy (Watermark Patch): 9.4. Result ID: 69904db73a6c314849ff9381. [Reporting paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### FTAL Accuracy (Watermark Patch): 9. Result ID: 69904db73a6c314849ff937d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### AU Accuracy (Watermark Patch): 9. Result ID: 69904db73a6c314849ff9380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.