# Watermark Detection on MMQA Source: [Watermark Detection on MMQA]() Collection index: [llms.txt]() Data updated: 2026-03-04T07:43:58.102Z Evaluation of Watermark Detection performance on the MMQA dataset, reporting metrics such as Rank, CGSR, and p-value. 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) | MMQA | | Metric | Rank | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Rank](): Lower is better; unit: SCALAR. - [CGSR](): Higher is better; unit: PERCENT. - [P-value](): Lower is better; unit: SCALAR. ## Recorded results | Method | Rank | Result date | Report paper | | --- | --- | --- | --- | | AQUAacronym | 1.03 | Not recorded | 68fa79531e209131cea7d147 | | AQUAacronym | 1.03 | Not recorded | 68fa79531e209131cea7d147 | | AQUAacronym | 1.03 | Not recorded | 68fa79531e209131cea7d147 | | AQUAacronym | 1.03 | Not recorded | 68fa79531e209131cea7d147 | | AQUAspatial | 1.29 | Not recorded | 68fa79531e209131cea7d147 | | AQUAspatial | 1.29 | Not recorded | 68fa79531e209131cea7d147 | | AQUAspatial | 1.29 | Not recorded | 68fa79531e209131cea7d147 | | AQUAspatial | 1.29 | Not recorded | 68fa79531e209131cea7d147 | | Opt. | 1.45 | Not recorded | 68fa79531e209131cea7d147 | | Opt. | 1.45 | Not recorded | 68fa79531e209131cea7d147 | | Opt. | 1.45 | Not recorded | 68fa79531e209131cea7d147 | | Opt. | 1.45 | Not recorded | 68fa79531e209131cea7d147 | | Naive | 2.86 | Not recorded | 68fa79531e209131cea7d147 | | Naive | 2.86 | Not recorded | 68fa79531e209131cea7d147 | | Naive | 2.86 | Not recorded | 68fa79531e209131cea7d147 | | Naive | 2.86 | Not recorded | 68fa79531e209131cea7d147 | ### AQUAacronym Rank: 1.03. Result ID: 69a7e0f26dbb7075b94c6ff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### AQUAacronym Rank: 1.03. Result ID: 69a7e0f26dbb7075b94c6ffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3"}. This record does not assert independent reproduction. ### AQUAacronym Rank: 1.03. Result ID: 69a7e0f26dbb7075b94c6ffe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL-Chat"}. This record does not assert independent reproduction. ### AQUAacronym Rank: 1.03. Result ID: 69a7e0f26dbb7075b94c7002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-Instruct"}. This record does not assert independent reproduction. ### AQUAspatial Rank: 1.29. Result ID: 69a7e0f26dbb7075b94c6ff7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### AQUAspatial Rank: 1.29. Result ID: 69a7e0f26dbb7075b94c6ffb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3"}. This record does not assert independent reproduction. ### AQUAspatial Rank: 1.29. Result ID: 69a7e0f26dbb7075b94c6fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-VL-Chat"}. This record does not assert independent reproduction. ### AQUAspatial Rank: 1.29. Result ID: 69a7e0f26dbb7075b94c7003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-Instruct"}. This record does not assert independent reproduction. ### Opt. Rank: 1.45. Result ID: 69a7e0f26dbb7075b94c6ff5. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### Opt. Rank: 1.45. Result ID: 69a7e0f26dbb7075b94c6ff9. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL3"}. This record does not assert independent reproduction. ### Opt. Rank: 1.45. Result ID: 69a7e0f26dbb7075b94c6ffd. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-VL-Chat"}. This record does not assert independent reproduction. ### Opt. Rank: 1.45. Result ID: 69a7e0f26dbb7075b94c7001. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-Instruct"}. This record does not assert independent reproduction. ### Naive Rank: 2.86. Result ID: 69a7e0f26dbb7075b94c6ff4. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT"}. This record does not assert independent reproduction. ### Naive Rank: 2.86. Result ID: 69a7e0f26dbb7075b94c6ff8. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL3"}. This record does not assert independent reproduction. ### Naive Rank: 2.86. Result ID: 69a7e0f26dbb7075b94c6ffc. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-VL-Chat"}. This record does not assert independent reproduction. ### Naive Rank: 2.86. Result ID: 69a7e0f26dbb7075b94c7000. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.