# Spoofing Attack Detection on Dolly CW Source: [Spoofing Attack Detection on Dolly CW]() Collection index: [llms.txt]() Data updated: 2026-04-14T10:52:44.840Z Evaluation of spoofing attack detection performance on the Dolly CW dataset, reporting metrics including WCS, AUC, and specific True Positive Rates. 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 | Spoofing Attack Detection | | Dataset (including any stated split) | Dolly CW | | Metric | WCS | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [WCS](): Higher is better; unit: SCALAR. - [AUC](): Higher is better; unit: PERCENT. - [TPR@1%](): Higher is better; unit: PERCENT. ## Recorded results | Method | WCS | Result date | Report paper | | --- | --- | --- | --- | | w/o Attack | 8.88 | Not recorded | 69ddca627d0172140ec79de7 | | w/o Attack | 7.991 | Not recorded | 69ddca627d0172140ec79de7 | | w/o Attack | 3.296 | Not recorded | 69ddca627d0172140ec79de7 | | AS | 2.698 | Not recorded | 69ddca627d0172140ec79de7 | | AS | 2.646 | Not recorded | 69ddca627d0172140ec79de7 | | w/o Attack | 2.595 | Not recorded | 69ddca627d0172140ec79de7 | | WS | 1.333 | Not recorded | 69ddca627d0172140ec79de7 | | WS | 1.228 | Not recorded | 69ddca627d0172140ec79de7 | | AS | 0.641 | Not recorded | 69ddca627d0172140ec79de7 | | w/o Attack | 0.584 | Not recorded | 69ddca627d0172140ec79de7 | | AS | 0.584 | Not recorded | 69ddca627d0172140ec79de7 | | w/o Attack | 0.569 | Not recorded | 69ddca627d0172140ec79de7 | | AS | 0.505 | Not recorded | 69ddca627d0172140ec79de7 | | AS | 0.504 | Not recorded | 69ddca627d0172140ec79de7 | | WS | 0.503 | Not recorded | 69ddca627d0172140ec79de7 | | WS | 0.502 | Not recorded | 69ddca627d0172140ec79de7 | | WS | 0.406 | Not recorded | 69ddca627d0172140ec79de7 | | WS | 0.369 | Not recorded | 69ddca627d0172140ec79de7 | ### w/o Attack WCS: 8.88. Result ID: 69de1c7447f34ce924c660ca. [Reporting paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"KGW"}. This record does not assert independent reproduction. ### w/o Attack WCS: 7.991. Result ID: 69de1c7447f34ce924c660d3. [Reporting paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"KGW"}. This record does not assert independent reproduction. ### w/o Attack WCS: 3.296. Result ID: 69de1c7447f34ce924c660d0. [Reporting paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"Unbiased"}. This record does not assert independent reproduction. ### AS WCS: 2.698. Result ID: 69de1c7447f34ce924c660cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"KGW"}. This record does not assert independent reproduction. ### AS WCS: 2.646. Result ID: 69de1c7447f34ce924c660d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"KGW"}. This record does not assert independent reproduction. ### w/o Attack WCS: 2.595. Result ID: 69de1c7447f34ce924c660d9. [Reporting paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"Unbiased"}. This record does not assert independent reproduction. ### WS WCS: 1.333. Result ID: 69de1c7447f34ce924c660d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"KGW"}. This record does not assert independent reproduction. ### WS WCS: 1.228. Result ID: 69de1c7447f34ce924c660cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"KGW"}. This record does not assert independent reproduction. ### AS WCS: 0.641. Result ID: 69de1c7447f34ce924c660d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"Unbiased"}. This record does not assert independent reproduction. ### w/o Attack WCS: 0.584. Result ID: 69de1c7447f34ce924c660cd. [Reporting paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"SynthID"}. This record does not assert independent reproduction. ### AS WCS: 0.584. Result ID: 69de1c7447f34ce924c660db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"Unbiased"}. This record does not assert independent reproduction. ### w/o Attack WCS: 0.569. Result ID: 69de1c7447f34ce924c660d6. [Reporting paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"SynthID"}. This record does not assert independent reproduction. ### AS WCS: 0.505. Result ID: 69de1c7447f34ce924c660cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"SynthID"}. This record does not assert independent reproduction. ### AS WCS: 0.504. Result ID: 69de1c7447f34ce924c660d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"SynthID"}. This record does not assert independent reproduction. ### WS WCS: 0.503. Result ID: 69de1c7447f34ce924c660ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"SynthID"}. This record does not assert independent reproduction. ### WS WCS: 0.502. Result ID: 69de1c7447f34ce924c660d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"SynthID"}. This record does not assert independent reproduction. ### WS WCS: 0.406. Result ID: 69de1c7447f34ce924c660d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"OPT-2.7b","Watermark":"Unbiased"}. This record does not assert independent reproduction. ### WS WCS: 0.369. Result ID: 69de1c7447f34ce924c660da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim Model":"Llama3-8b","Watermark":"Unbiased"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.