multimodal benchmark
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.
Updated Aug 11, 2026
Models2
Model coverage2
MetricScore
EvidenceB
MMSearch-Plus Ranking
Higher score ranks better on this benchmark.
| 1 | AC | 41.4% | 100.0% | 2 | C | |
| 2 | ZA | 30.0% | 0.0% | 2 | C |
MMSearch-Plus Score Distribution
A closer view of the leading scores on this benchmark.
MMSearch-Plus Highlights
The leading models and scores on this benchmark.
What is MMSearch-Plus?
What MMSearch-Plus measures and how its scores work.
MMSearch-Plus is an extended variant of MMSearch with harder multimodal search and retrieval tasks requiring deeper reasoning over visual and textual search results.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MMSearch-Plus
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- mmsearch-plus|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about MMSearch-Plus.
Which model scores highest on MMSearch-Plus?
Qwen3.7-Plus is currently ranked first with 41.4%.
What does MMSearch-Plus measure?
MMSearch-Plus is an extended variant of MMSearch with harder multimodal search and retrieval tasks requiring deeper reasoning over visual and textual search results.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.