# Image Classification on HatefulMemes I (test) Source: [Image Classification on HatefulMemes I (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:21.054Z Evaluation of model performance on the test split of the HatefulMemes I dataset for the Image Classification task, typically measured using ROC AUC. 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 | Image Classification | | Dataset (including any stated split) | HatefulMemes I (test) | | Metric | ROC AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [ROC AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | Pretrained FT SOTA | 0.791 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo | 0.7 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo | 0.686 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo-9B | 0.635 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo-9B | 0.627 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo-9B | 0.57 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo-3B | 0.563 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo-3B | 0.537 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo-3B | 0.536 | Not recorded | 68fa6e031e209131cea3d674 | | Flamingo | 0.464 | Not recorded | 68fa6e031e209131cea3d674 | | Zero/Few shot SOTA | 0.407 | Not recorded | 68fa6e031e209131cea3d674 | ### Pretrained FT SOTA ROC AUC: 0.791. Result ID: 698ff4343a6c314849fd086b. [Reporting paper]() Recorded evaluation configuration: {"FT":true,"Shot":"9K"}. This record does not assert independent reproduction. ### Flamingo ROC AUC: 0.7. Result ID: 698ff4343a6c314849fd086a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction. ### Flamingo ROC AUC: 0.686. Result ID: 698ff4343a6c314849fd0869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction. ### Flamingo-9B ROC AUC: 0.635. Result ID: 698ff4343a6c314849fd0867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction. ### Flamingo-9B ROC AUC: 0.627. Result ID: 698ff4343a6c314849fd0866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction. ### Flamingo-9B ROC AUC: 0.57. Result ID: 698ff4343a6c314849fd0865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction. ### Flamingo-3B ROC AUC: 0.563. Result ID: 698ff4343a6c314849fd0864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction. ### Flamingo-3B ROC AUC: 0.537. Result ID: 698ff4343a6c314849fd0862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction. ### Flamingo-3B ROC AUC: 0.536. Result ID: 698ff4343a6c314849fd0863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction. ### Flamingo ROC AUC: 0.464. Result ID: 698ff4343a6c314849fd0868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction. ### Zero/Few shot SOTA ROC AUC: 0.407. Result ID: 698ff4343a6c314849fd0861. [Reporting paper]() Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.