TRIAD - Constraints Fashion: leaderboard
TRIAD v1 Constraints Fashion,1000queries×1000distinctcandidatesperquery,mAP0–1,APdenominatorfullpositivecount. Zero-shot releasedembeddings,notInstructgenerators;QwenBF16,Jina unnormalizedimage/textfusion1:1thennormalize. Sixcohorts distinct,no overallaggregate;otherartifactbindingsheld.
Metric: mAP (0–1). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen3-VL-Embedding-8B | 0.51 | |
| 2 | Qwen3-VL-Embedding-2B | 0.44 | |
| 3 | jina-clip-v2 | 0.12 |
Interactive version: theaggregate.ai/benchmark?slug=triad-constraints-fashion · How It Works · Data refreshed daily, snapshot 2026-11-12.