MathVision (with tools)
Mathematics problems involving figures solved with tools such as code execution.
- Category
- Math
- Unit
- Percent (%)
- Higher is better
- Comparison groups
- 2total
- All model rankings (records) · Ranked results: 2
All model rankings (records)
These rankings are recalculated by comparison group including legacy models and models unavailable in Claude Code / Codex. They differ from the rankings above because the set of models differs.
Show rankings including legacy and unavailable models (entries: 2)
official results (Kimi K3 (Hugging Face model card, moonshotai))
| Rank | Model | effort | Score | Source cost (metric) | measured/reported by | source |
|---|---|---|---|---|---|---|
| 1 | Kimi K3 | Max | 97.8% | — | Moonshot AI | Kimi K3 (Hugging Face model card, moonshotai)Retrieved 2026-11-13 · Vendor-reported value (self-reported by Moonshot AI). Table note: All Kimi K3 results are obtained with reasoning effort set to 'max' and temperature = 1.0Source excerptMathVision | 94.3 / 97.8Location HF model card "3. Evaluation Results" table, MathVision (right-hand value in the without tools / with tools pair) row, Kimi K3 (max) column (leftmost numeric column). Supporting footnote: table note (vision tools use Python) |
official results (Qwen3.8-27B (Hugging Face model card, Qwen))
| Rank | Model | effort | Score | Source cost (metric) | measured/reported by | source |
|---|---|---|---|---|---|---|
| 1 | Qwen3.8-27B | not stated | 94.6% | — | Alibaba (Qwen) | Qwen3.8-27B (Hugging Face model card, Qwen)Retrieved 2026-11-13 · Vendor-reported value (self-reported by Alibaba's Qwen team). Effort not stated (the default for reasoning_effort is xhigh). With CI (code execution).Source excerptVisual math problem solvingMathVision | Without CI90.0With CI94.6Location HF model card benchmark table, MathVision(With CI) row, Qwen3.8-27B column (leftmost). Basis: note below the table MathVision (evaluated with a fixed prompt) |