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ModelScale

Mathematics benchmark

MMAnswerBench leaderboard

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

CategoryMathematics
MeasureVisual and structured mathematical QA
TasksMultimodal math questions
DifficultyAdvanced mathematical reasoning

A multimodal mathematical reasoning benchmark that tests whether models can answer visually grounded math questions correctly.

MMAnswerBench ranking

10 models with a published MMAnswerBench 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 MMAnswerBench value
RankModelProviderVisual and structured mathematical QA
1GLM-5.2Z.AI91.0
2Kimi K2.6Moonshot AI86.0
3Claude Opus 4.5Anthropic84.0
4GLM-5.1Z.AI83.8
4Qwen3.6 PlusAlibaba83.8
6GLM-5Z.AI82.5
7Kimi K2.5Moonshot AI81.8
8Qwen3.5 397BAlibaba80.9
9Qwen3.6-27BAlibaba80.8
10Qwen3.6-35B-A3BAlibaba78.9

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.

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