MultiInpaintCOCO - Strict - ro (French Prompt): leaderboard

MultiInpaintCOCO v1, 953 image-caption minimal pairs across 14 languages; ro 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: Around February 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 7B Instruct0.53#650
2Qwen 3 VL 8B Instruct0.52#419
3Gemma 3 12B (IT)0.46#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-ro-french-prompt · How It Works · Data refreshed daily, snapshot 2026-11-05.