BlogLLM Benchmark Scores as Published, Side by Side
Chartography: Results as Published
Every result the catalog holds for Chartography: 18 models from 5 developers, read from 12 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Multimodal UnderstandingMaintainer Surge AIIntroduced 2026Data version 2026103001, as of 2026-10-30
Chartography tests whether AI models can read and reason about professional charts, such as Kaplan-Meier survival curves, candlestick charts, Sankey diagrams and Bode plots, which standard chart tests rarely include. It has 100 tasks written by professionals in fields such as medicine, engineering, finance and manufacturing. Numeric answers are checked against ranges set by the expert author, and scores are averaged over repeated runs.
Chartography (no tools)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 LunaOpenAI, released 2026-09-22 | 29.1% | Anthropic, Claude Haiku 5.5checked 2026-10-15 | Tools: none |
| GPT-6 SolOpenAI, released 2026-09-22 | 53.6% | Anthropic, Claude Sonnet 5.5checked 2026-10-14 | Tools: none |
| GPT-6 AstraOpenAI, released 2026-09-03 | 71% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 1 more page | Tools: none |
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 46.4% | Anthropic, Claude Haiku 5.5checked 2026-10-15; printed on 1 more page | Tools: none |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 61.6% | Anthropic, Claude Sonnet 5.5checked 2026-10-14; printed on 3 more pages | Tools: none |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 64.4% | Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25; printed on 4 more pages | Effort: max; Tools: none |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 42.6% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 4 more pages | Effort: max; Tools: none |
| Claude Opus 5Anthropic, released 2026-07-24 | 29.8% | Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25; printed on 1 more page | Effort: max; Tools: none |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 15.6% | Anthropic, Claude Sonnet 5.5checked 2026-10-14 | Tools: none |
| Claude Fable 5Anthropic, released 2026-06-09 | 36.6% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Effort: max; Tools: none |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 6.4% | Anthropic, Claude Haiku 5.5checked 2026-10-15; printed on 1 more page | Tools: none |
| Gemini 4 CarbonGoogle, released 2026-10-28 | 72.5% | Google, Gemini 4 Carbonchecked 2026-10-29 | - |
| Gemini 4 ArgonGoogle, released 2026-09-30 | 71.6% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 1 more page | Tools: none |
Chartography (with tools)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 AstraOpenAI, released 2026-09-03 | 91% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python; Fallback: with fallback |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 79.9% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 1 more page | Tools: enabled; exact tools in source |
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 86.2% | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | Tools: enabled |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 90.2% | Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19; printed on 1 more page | Effort: max; Tools: Container with the image and standard libraries, image cropping tool |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 89% | Anthropic, Claude Opus 5.5checked 2026-10-14; printed on 3 more pages | Tools: enabled; exact tools in source |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 86.2% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 4 more pages | Effort: max; Tools: enabled |
| Claude Opus 5Anthropic, released 2026-07-24 | 83.4% | Anthropic, Claude Opus 5.5checked 2026-10-14; printed on 4 more pages | Tools: enabled; exact tools in source |
| Claude Fable 5Anthropic, released 2026-06-09 | 84.2% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Effort: max; Tools: enabled |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 8.8% | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | Tools: enabled |
| DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-17 | 83% | DeepSeek, DeepSeek-V4.1-Flash-1017 model cardchecked 2026-10-18; printed on 1 more page | Tools: enabled; exact tools in source |
| DeepSeek-V4.1-FlashDeepSeek, released 2026-09-10 | 78.9% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 1 more page | Effort: max; Harness: Claude Code; Tools: enabled; exact tools in source; Context: 512k |
| Kimi K3.1 ProMoonshot AI, released 2026-10-23 | 90.2% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python |
| Kimi K3Moonshot AI, released 2026-07-16 | 68.1% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 1 more page | Tools: enabled; exact tools in source |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.