# Multimodal Hateful Meme Detection on HateMemes 90% missing rate (test)

Source: [Multimodal Hateful Meme Detection on HateMemes 90% missing rate (test)](<https://www.sota2.com/research/sota/multimodal-hateful-meme-detection-on-hatememes-90-percent-missing-rate-test>)

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

Data updated: 2026-05-26T09:18:42.071Z

Evaluation of multimodal hateful meme detection performance on the test split of the HateMemes dataset configured with a 90% missing rate condition.

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 | Multimodal Hateful Meme Detection |
| Dataset (including any stated split) | HateMemes 90% missing rate (test) |
| Metric | Text AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Text AUC](<https://www.sota2.com/research/sota/multimodal-hateful-meme-detection-on-hatememes-90-percent-missing-rate-test.md?metric=Text%20AUC>): Higher is better; unit: PERCENT.

- [Image AUC](<https://www.sota2.com/research/sota/multimodal-hateful-meme-detection-on-hatememes-90-percent-missing-rate-test.md?metric=Image%20AUC>): Higher is better; unit: PERCENT.

- [Multimodal AUC](<https://www.sota2.com/research/sota/multimodal-hateful-meme-detection-on-hatememes-90-percent-missing-rate-test.md?metric=Multimodal%20AUC>): Higher is better; unit: PERCENT.

- [Average AUC](<https://www.sota2.com/research/sota/multimodal-hateful-meme-detection-on-hatememes-90-percent-missing-rate-test.md?metric=Average%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Text AUC | Result date | Report paper |
| --- | --- | --- | --- |
| AOEPT | 70.53 | Not recorded | 6a15290fdbd7150506f7de56 |
| SyP | 69.7 | Not recorded | 6a15290fdbd7150506f7de56 |
| LB (CLIP) | 68.38 | Not recorded | 6a15290fdbd7150506f7de56 |
| RAGPT | 68 | Not recorded | 6a15290fdbd7150506f7de56 |
| MemPrompt | 67.43 | Not recorded | 6a15290fdbd7150506f7de56 |
| DCP | 62.08 | Not recorded | 6a15290fdbd7150506f7de56 |
| MAPs | 57.21 | Not recorded | 6a15290fdbd7150506f7de56 |

### AOEPT

Text AUC: 70.53. Result ID: 6a156543fbc373592c0d1678.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

### SyP

Text AUC: 69.7. Result ID: 6a156543fbc373592c0d1677.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79fa1e209131cea8064d.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

### LB (CLIP)

Text AUC: 68.38. Result ID: 6a156543fbc373592c0d1672.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

### RAGPT

Text AUC: 68. Result ID: 6a156543fbc373592c0d1675.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79711e209131cea7da5a.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

### MemPrompt

Text AUC: 67.43. Result ID: 6a156543fbc373592c0d1676.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

### DCP

Text AUC: 62.08. Result ID: 6a156543fbc373592c0d1674.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75531e209131cea67321.md>)

[Implementation](<https://github.com/hulianyuyy/Deep_Correlated_Prompting>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

### MAPs

Text AUC: 57.21. Result ID: 6a156543fbc373592c0d1673.

[Reporting paper](<https://www.sota2.com/research/paper/6a15290fdbd7150506f7de56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb31e209131cea418da.md>)

[Implementation](<https://github.com/YiLunLee/missing_aware_prompts>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"90%"}. This record does not assert independent reproduction.

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