MMSearch-Plus
Progress Over Time
Interactive timeline showing model performance evolution on MMSearch-Plus
MMSearch-Plus Leaderboard
| Context | Cost | License | ||||
|---|---|---|---|---|---|---|
| 1 |  Alibaba Cloud / Qwen Team | — | — | — | ||
| 2 |  Zhipu AI | — | — | — |
What is MMSearch-Plus?
MMSearch-Plus is an extended variant of MMSearch with harder multimodal search and retrieval tasks requiring deeper reasoning over visual and textual search results.
MMSearch-Plus is a multimodal benchmark evaluating models on multimodal, search, and agents tasks. LLM Stats tracks 2 models on this benchmark, scored on a 0–1 scale. The current average is 0.4, with the leader at 0.4.
Compare leaders on the best AI for multimodal, best AI for search and best AI for agents leaderboards.
Current leaders
Qwen3.7-Plus from Alibaba Cloud / Qwen Team currently leads the MMSearch-Plus leaderboard with a score of 0.414 across 2 evaluated AI models.
FAQ
Common questions about the MMSearch-Plus benchmark and leaderboard.