# Watermark Detectability on C4 RealNewsLike (Del-0.2) (test)

Source: [Watermark Detectability on C4 RealNewsLike (Del-0.2) (test)](<https://www.sota2.com/research/sota/watermark-detectability-on-c4-realnewslike-del-0-2-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:25:07.318Z

Evaluation of watermark detectability performance on the specific test split of the C4 RealNewsLike dataset subjected to the Del-0.2 perturbation, reporting metrics such as AUC and TPR.

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 Detectability |
| Dataset (including any stated split) | C4 RealNewsLike (Del-0.2) (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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](<https://www.sota2.com/research/sota/watermark-detectability-on-c4-realnewslike-del-0-2-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [TPR](<https://www.sota2.com/research/sota/watermark-detectability-on-c4-realnewslike-del-0-2-test.md?metric=TPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Gumbel-max | 99.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| Gumbel-max | 99.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| Gumbel-max | 99.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| Gumbel-max | 99.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| SynthID | 98.7 | Not recorded | 693115d9d6b0dd3342933da6 |
| SynthID | 98.7 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-2 | 98.6 | Not recorded | 693115d9d6b0dd3342933da6 |
| SynthID | 98.6 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-2 | 98 | Not recorded | 693115d9d6b0dd3342933da6 |
| SynthID | 97.9 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-2 | 97.5 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-2 | 97.5 | Not recorded | 693115d9d6b0dd3342933da6 |
| MarkTune | 94.8 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-D | 94.7 | Not recorded | 693115d9d6b0dd3342933da6 |
| MarkTune | 94.4 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-D | 93.9 | Not recorded | 693115d9d6b0dd3342933da6 |
| MarkTune | 92.8 | Not recorded | 693115d9d6b0dd3342933da6 |
| MarkTune | 92.1 | Not recorded | 693115d9d6b0dd3342933da6 |
| GaussMark | 91.9 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-D | 91.4 | Not recorded | 693115d9d6b0dd3342933da6 |
| GaussMark | 90.8 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-D | 88.7 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-1 | 88.1 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-1 | 87.8 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-1 | 87.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| KGW-1 | 85.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| GaussMark | 85.3 | Not recorded | 693115d9d6b0dd3342933da6 |
| GaussMark | 83.5 | Not recorded | 693115d9d6b0dd3342933da6 |

### Gumbel-max

AUC: 99.3. Result ID: 69998b265698665ec4fd0d07.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### Gumbel-max

AUC: 99.3. Result ID: 69998b265698665ec4fd0d0e.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### Gumbel-max

AUC: 99.3. Result ID: 69998b265698665ec4fd0d23.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### Gumbel-max

AUC: 99.3. Result ID: 69998b265698665ec4fd0d2a.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### SynthID

AUC: 98.7. Result ID: 69998b265698665ec4fd0d08.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### SynthID

AUC: 98.7. Result ID: 69998b265698665ec4fd0d2b.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### KGW-2

AUC: 98.6. Result ID: 69998b265698665ec4fd0d22.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### SynthID

AUC: 98.6. Result ID: 69998b265698665ec4fd0d24.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-2

AUC: 98. Result ID: 69998b265698665ec4fd0d29.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### SynthID

AUC: 97.9. Result ID: 69998b265698665ec4fd0d0f.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### KGW-2

AUC: 97.5. Result ID: 69998b265698665ec4fd0d06.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-2

AUC: 97.5. Result ID: 69998b265698665ec4fd0d0d.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### MarkTune

AUC: 94.8. Result ID: 69998b265698665ec4fd0d27.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-D

AUC: 94.7. Result ID: 69998b265698665ec4fd0d09.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a619.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### MarkTune

AUC: 94.4. Result ID: 69998b265698665ec4fd0d2e.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### KGW-D

AUC: 93.9. Result ID: 69998b265698665ec4fd0d25.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a619.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### MarkTune

AUC: 92.8. Result ID: 69998b265698665ec4fd0d12.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### MarkTune

AUC: 92.1. Result ID: 69998b265698665ec4fd0d0b.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### GaussMark

AUC: 91.9. Result ID: 69998b265698665ec4fd0d26.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b31e209131cea6e8eb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-D

AUC: 91.4. Result ID: 69998b265698665ec4fd0d10.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a619.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### GaussMark

AUC: 90.8. Result ID: 69998b265698665ec4fd0d0a.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b31e209131cea6e8eb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-D

AUC: 88.7. Result ID: 69998b265698665ec4fd0d2c.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73141e209131cea5a619.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### KGW-1

AUC: 88.1. Result ID: 69998b265698665ec4fd0d05.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-1

AUC: 87.8. Result ID: 69998b265698665ec4fd0d28.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### KGW-1

AUC: 87.3. Result ID: 69998b265698665ec4fd0d21.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Temperature":"0.7"}. This record does not assert independent reproduction.

### KGW-1

AUC: 85.3. Result ID: 69998b265698665ec4fd0d0c.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73131e209131cea5a4b7.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### GaussMark

AUC: 85.3. Result ID: 69998b265698665ec4fd0d2d.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b31e209131cea6e8eb.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

### GaussMark

AUC: 83.5. Result ID: 69998b265698665ec4fd0d11.

[Reporting paper](<https://www.sota2.com/research/paper/693115d9d6b0dd3342933da6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b31e209131cea6e8eb.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Temperature":"1.0"}. This record does not assert independent reproduction.

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