# Watermarking on AMBER Source: [Watermarking on AMBER]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:54.685Z Evaluation of watermarking techniques on the AMBER dataset, reporting detection performance (AUC, ACC) alongside text quality metrics (PPL, BLEU, BertS, STS). 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 | Watermarking | | Dataset (including any stated split) | AMBER | | Metric | AUC | | Unit | PERCENT | | 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 - [AUC](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Perplexity](): Lower is better; unit: SCALAR. - [BLEU Score](): Higher is better; unit: PERCENT. - [BertScore](): Higher is better; unit: PERCENT. - [STS Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | KGW | 99.99 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 99.91 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 99.91 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 99.69 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 99.67 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 99.58 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 99.57 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 99.57 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 99.56 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | KGW | 99.46 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | AGMark | 99.36 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | MorphMark | 99.27 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 99.23 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 99.19 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 99.13 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | SynthID | 99.12 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | IE | 99.11 | Not recorded | 698c0d55c97a0b3e3b5e1379 | | VLA-Mark | 99.05 | Not recorded | 698c0d55c97a0b3e3b5e1379 | ### KGW AUC: 99.99. Result ID: 69971d7b5698665ec46b915a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llava-Next"}. This record does not assert independent reproduction. ### SynthID AUC: 99.91. Result ID: 69971d7b5698665ec46b915b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llava-Next"}. This record does not assert independent reproduction. ### AGMark AUC: 99.91. Result ID: 69971d7b5698665ec46b915f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llava-Next"}. This record does not assert independent reproduction. ### SynthID AUC: 99.69. Result ID: 69971d7b5698665ec46b9167. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"InternVL-3.5"}. This record does not assert independent reproduction. ### MorphMark AUC: 99.67. Result ID: 69971d7b5698665ec46b915d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llava-Next"}. This record does not assert independent reproduction. ### IE AUC: 99.58. Result ID: 69971d7b5698665ec46b915c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llava-Next"}. This record does not assert independent reproduction. ### KGW AUC: 99.57. Result ID: 69971d7b5698665ec46b9166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL-3.5"}. This record does not assert independent reproduction. ### AGMark AUC: 99.57. Result ID: 69971d7b5698665ec46b916b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL-3.5"}. This record does not assert independent reproduction. ### MorphMark AUC: 99.56. Result ID: 69971d7b5698665ec46b9169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL-3.5"}. This record does not assert independent reproduction. ### KGW AUC: 99.46. Result ID: 69971d7b5698665ec46b9160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL"}. This record does not assert independent reproduction. ### AGMark AUC: 99.36. Result ID: 69971d7b5698665ec46b9165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL"}. This record does not assert independent reproduction. ### MorphMark AUC: 99.27. Result ID: 69971d7b5698665ec46b9163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL"}. This record does not assert independent reproduction. ### VLA-Mark AUC: 99.23. Result ID: 69971d7b5698665ec46b916a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL-3.5"}. This record does not assert independent reproduction. ### IE AUC: 99.19. Result ID: 69971d7b5698665ec46b9168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL-3.5"}. This record does not assert independent reproduction. ### VLA-Mark AUC: 99.13. Result ID: 69971d7b5698665ec46b915e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llava-Next"}. This record does not assert independent reproduction. ### SynthID AUC: 99.12. Result ID: 69971d7b5698665ec46b9161. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL"}. This record does not assert independent reproduction. ### IE AUC: 99.11. Result ID: 69971d7b5698665ec46b9162. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL"}. This record does not assert independent reproduction. ### VLA-Mark AUC: 99.05. Result ID: 69971d7b5698665ec46b9164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.