AHA-Memes - Fine-Grained Hate Types: leaderboard

Fine-grained classification on AHA-Memes (2026): zero-shot macro-F1 in percent over ten multi-label hate and non-hate type labels for the Arabic memes of the 5K gold test split. Higher is better.

Metric: Fine-grained macro-F1 (%) over ten hate and non-hate type labels (multi-label), zero-shot on the 5K human-annotated gold test split of Arabic memes (image with its OCR text); higher is better. Source: arxiv.org. Saturation forecast: Around May 2028. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro34#266
2GPT-530.1#167
3Gemini 3.5 Flash27.1#101
4Qwen 3 VL 8B (Thinking)19.1#887
5Qwen 3 VL 8B Instruct17.6#981

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=aha-memes-fine-grained-hate-types · How It Works · Data refreshed daily, snapshot 2026-11-13.