MORPHOGEN - Arabic Gender IoU: leaderboard

Metric: Gender IoU (%): per-sentence ratio of correctly transformed gendered terms to the union of gendered and wrongly changed terms, averaged over sentences, in the GENFORM task of MORPHOGEN: rewrite a first-person Arabic sentence for a speaker of the opposite grammatical gender while keeping its meaning (both directions, human-corrected references), zero-shot with the model chat template, temperature 0.1; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScore
1GPT-4o Mini71.02
2Gemma 3 27B70.33
3Gemma 3 12B62.76
4Llama 3.3 70B59.16
5Phi-457.08
6Qwen 3 14B51.83
7Qwen 3 32B50.69
8Gemma 2 9B46.45
9Qwen 3 8B45.89
10Gemma 3 4B45.68
11Llama 3.1 8B43.51
12Qwen 3 4B34.34
13Llama 3.2 3B18.31
14Gemma 2 2B14.73
15Qwen 2.5 0.5B4.14

Interactive version: theaggregate.ai/benchmark?slug=morphogen-arabic-gender-iou · How It Works · Data refreshed daily, snapshot 2026-10-07.