MultiInpaintCOCO - Strict - it (French Prompt): leaderboard

MultiInpaintCOCO v1, 953 image-caption minimal pairs across 14 languages; it Strict bidirectional selection accuracy, French instruction prompt. Decoder-only checkpoint identities are bound by Appendix Table12; both answer orders are evaluated. Dual encoders, correlations, agreement and bootstrap uncertainty summaries are separate analyses. Reported metric: Accuracy (fraction).

Metric: Accuracy (fraction). Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 VL 8B Instruct0.62#419
2Qwen 2.5 VL 7B Instruct0.58#650
3Gemma 3 12B (IT)0.47#672

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=multiinpaintcoco-strict-it-french-prompt · How It Works · Data refreshed daily, snapshot 2026-11-05.