Skip to main content
ModelScale

Multimodal & Grounded benchmark

MStar leaderboard

Every model the catalog carries a published MStar value for, ranked by that value.

CategoryMultimodal & Grounded
MeasureImage-grounded QA
TasksReal-image visual QA
DifficultyGeneral visual reasoning

A general visual question-answering benchmark used in provider tables for real-image reasoning quality.

MStar ranking

1 model with a published MStar value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published MStar value
RankModelProviderImage-grounded QA
1Qwen3.6-27BAlibaba81.4

Evidence key: Observed

Rows are ordered by the value Qwen3.6 launch benchmarks 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.

All leaderboards