Multimodal & Grounded benchmark
MMSearch-Plus leaderboard
Every model the catalog carries a published MMSearch-Plus value for, ranked by that value.
CategoryMultimodal & Grounded
MeasureAdvanced mixed-media retrieval benchmark
TasksHard multimodal search tasks
DifficultyAdvanced multimodal search
Published byGLM-5V-Turbo
A harder MMSearch variant for multimodal retrieval and grounded tool-use workflows.
MMSearch-Plus ranking
1 model with a published MMSearch-Plus value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Advanced mixed-media retrieval benchmark |
|---|---|---|---|
| 1 |  Qwen3.7 Plus | Alibaba | 41.4 |
Evidence key: Observed
Rows are ordered by the value GLM-5V-Turbo published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.