# Hateful Meme Detection on MAMI 1.0 (test)

Source: [Hateful Meme Detection on MAMI 1.0 (test)](<https://www.sota2.com/research/sota/hateful-meme-detection-on-mami-1-0-test>)

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

Data updated: 2026-02-26T05:24:35.402Z

Evaluation of model performance on the test split of the MAMI 1.0 dataset for Hateful Meme Detection, typically measured using AUC and Accuracy.

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 | Hateful Meme Detection |
| Dataset (including any stated split) | MAMI 1.0 (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/hateful-meme-detection-on-mami-1-0-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/hateful-meme-detection-on-mami-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Pro-CapPromptHate | 83.77 | Not recorded | 68fa705d1e209131cea4a9ed |
| ALBEF | 82.45 | Not recorded | 68fa705d1e209131cea4a9ed |
| MOMENTA | 81.68 | Not recorded | 68fa705d1e209131cea4a9ed |
| Pro-CapBERT | 81.2 | Not recorded | 68fa705d1e209131cea4a9ed |
| VisualBERT COCO | 80.84 | Not recorded | 68fa705d1e209131cea4a9ed |
| BLIP | 80.63 | Not recorded | 68fa705d1e209131cea4a9ed |
| VILBERT CC | 80.33 | Not recorded | 68fa705d1e209131cea4a9ed |
| DisMultiHate | 80.08 | Not recorded | 68fa705d1e209131cea4a9ed |
| PromptHate | 79.95 | Not recorded | 68fa705d1e209131cea4a9ed |

### Pro-CapPromptHate

AUC: 83.77. Result ID: 699116923a6c3148490594fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Implementation](<https://github.com/Social-AI-Studio/Pro-Cap>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### ALBEF

AUC: 82.45. Result ID: 699116923a6c3148490594fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2da.md>)

[Implementation](<https://github.com/salesforce/ALBEF>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### MOMENTA

AUC: 81.68. Result ID: 699116923a6c3148490594f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7c1e209131cea40324.md>)

[Implementation](<https://gitlab.com/bottle_shop/safe/prompthate>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### Pro-CapBERT

AUC: 81.2. Result ID: 699116923a6c3148490594fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Implementation](<https://github.com/Social-AI-Studio/Pro-Cap>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### VisualBERT COCO

AUC: 80.84. Result ID: 699116923a6c3148490594f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef1d.md>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### BLIP

AUC: 80.63. Result ID: 699116923a6c3148490594fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### VILBERT CC

AUC: 80.33. Result ID: 699116923a6c3148490594f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa661c1e209131cea0e5d5.md>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### DisMultiHate

AUC: 80.08. Result ID: 699116923a6c3148490594f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea28fc8.md>)

[Implementation](<https://gitlab.com/bottle_shop/safe/dismultihate>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

### PromptHate

AUC: 79.95. Result ID: 699116923a6c3148490594fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4a9ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7c1e209131cea40324.md>)

[Implementation](<https://gitlab.com/bottle_shop/safe/prompthate>)

Recorded evaluation configuration: {"Augmentation":"image entities and demographic information"}. This record does not assert independent reproduction.

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