MORPHOGEN - French 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 French 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 Mini86.43
2Phi-479.84
3Llama 3.3 70B76.68
4Qwen 3 32B76.28
5Qwen 3 14B74.22
6Gemma 3 27B71.89
7Qwen 3 8B71.66
8Llama 3.1 8B67.89
9Gemma 3 12B64.27
10Gemma 2 9B60.52
11Qwen 3 4B58.64
12Llama 3.2 3B54.49
13Gemma 3 4B52.7
14Gemma 2 2B39.73
15Qwen 2.5 0.5B5.47

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