Chartography
Created by Surge AI, 16 Jul 2026 · Higher is better · Website
- Anthropic
- Other labs
- Reported in a later post or card
Results
| Model | Score | Source | Source check |
|---|---|---|---|
| Kimi K3.1 Pro24 Oct 2026 · Moonshot AI | 90.2% | Kimi K3.1 Pro Tech Blog: Advancing Open IntelligencePython tool; max reasoning effort; average of 5 runs | |
| DeepSeek-V4.1-Flash-101717 Oct 2026 · DeepSeek | 83.0% | DeepSeek-V4.1-Flash-1017: Wish-Driven Programming Made RealSource image | CorroboratedThe same number is printed in 1 other lab document: 1 |
| Claude Haiku 5.57 Oct 2026 · Anthropic | 86.2% | Claude Haiku 5.5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; Gemini 3.5 Flash grader | |
| Claude Sonnet 5.528 Sep 2026 · Anthropic | 90.2% | Claude Sonnet 5.5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; Gemini 3.5 Flash grader | CorroboratedThe same number is printed in 1 other lab document: 1 |
| Claude Opus 5.522 Sep 2026 · Anthropic | 89.0% | Introducing Claude Opus 5.5adaptive thinking, max effort | |
| DeepSeek-V4.1-Flash10 Sep 2026 · DeepSeek | 78.9% | DeepSeek-V4.1-Flash: Smarter, Faster, More EfficientSource image | CorroboratedThe same number is printed in 1 other lab document: 1 |
| Claude Fable 5.11 Sep 2026 · Anthropic | 86.2% | Claude Fable 5.1 and Claude Mythos 5.1 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs | |
| Claude Fable 5.11 Sep 2026 · Anthropic | 88.4% | Introducing Claude Opus 5.5reported later; another report, not charted | |
| GLM-5.3-Flash26 Aug 2026 · Z.ai | 78.0% | GLM-5.3-Flash: Frontier Intelligence, Flash Cost256K contextOur capture | |
| Claude Opus 524 Jul 2026 · Anthropic | 83.0% | Claude Opus 5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs | CorroboratedThe same number is printed in 1 other lab document: 1 |
| Claude Opus 524 Jul 2026 · Anthropic | 83.4% | Introducing Claude Opus 5.5reported later; another report, not charted | CorroboratedThe same number is printed in 1 other lab document: 1 |
| Claude Sonnet 530 Jun 2026 · Anthropic | 71.8% | Claude Opus 5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; reported later | |
| Claude Sonnet 530 Jun 2026 · Anthropic | 73.2% | Claude Opus 5.5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; Gemini 3.5 Flash grader; reported later; another report, not charted | |
| Claude Fable 59 Jun 2026 · Anthropic | 84.2% | Claude Fable 5.1 and Claude Mythos 5.1 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; reported later | |
| Claude Mythos 59 Jun 2026 · Anthropic | 85.2% | Claude Opus 5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; reported later | |
| Claude Opus 4.828 May 2026 · Anthropic | 75.0% | Claude Opus 5 System Cardadaptive thinking, max effort; container and image-cropping tool; average of 5 runs; reported later | CorroboratedThe same number is printed in 1 other lab document: 1 |
| Claude Haiku 4.515 Oct 2025 · Anthropic | 8.8% | Claude Haiku 5.5 System Cardextended thinking, budgets up to 32K; container and image-cropping tool; average of 5 runs; Gemini 3.5 Flash grader; reported later |