PhotoBench (Caption Text Embedding): leaderboard

Metric: Recall@10 (%) on the Chinese queries, averaged over the three albums, where GPT-4o first captions every photo and the model ranks photos by text-to-text similarity between the query and the captions; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1Qwen3-Embedding-8B51.7#674
2Qwen3-Embedding-0.6B48.4#788

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=photobench-caption-text-embedding · How It Works · Data refreshed daily, snapshot 2026-10-11.