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Vision & documents

Chartography (tools) leaderboard

As of 2026-10-29, the highest measured score on Chartography (tools) is 90.2% by Claude Sonnet 5.5. 5 more models have estimated scores, calibrated from the benchmarks they were measured on.

Measured scores: benchlm.ai.

#ModelScoreSource
1Claude Sonnet 5.590.2%measured
2Kimi K3.1 Pro90.2%measured
3Claude Opus 5.589.0%measured
4Claude Opus 4.886.3%estimated ± 5.9 pp, low confidence
5Hy4 preview86.3%estimated ± 5.9 pp, low confidence
6Kimi K384.1%estimated ± 5.9 pp, low confidence
7Claude Opus 583.0%measured
8DeepSeek V4.1 Flash 101783.0%measured
9Step 5 Preview81.7%estimated ± 5.9 pp, low confidence
10Claude Fable 579.8%estimated ± 5.9 pp, low confidence
11GLM-5.3-Flash78.0%measured

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