ChartAct - Heatmap Charts: leaderboard
Metric: Success rate (%) on heatmap chart questions, pooling both environments; the model acts in an OSWorld-style desktop on screenshots only (pyautogui actions, at most 15 steps, temperature 0.3) to hover, click, zoom or drag 673 real interactive web charts and answers 1,440 human-reviewed questions, an LLM judge with majority voting deciding correctness; Claude Opus 4.7, GPT-5.5 and Gemini 3.1 Pro are scored on a representative 300-case subset per environment; higher is better. Source: arxiv.org. Saturation forecast: Around March 2028. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 75 |
| 2 | Kimi K2.5 (Non-reasoning) | 63.1 |
| 3 | Doubao-Seed-2-0-Pro-260215 (High) | 45.1 |
| 4 | Qwen 3.5 122B A10B | 44.7 |
| 5 | GPT-5.5 | 43.2 |
| 6 | Qwen 3.6 Plus (Thinking) | 43.2 |
| 7 | GLM-4.6V | 41.3 |
| 8 | Gemini 3.1 Pro (Preview) (Low) | 40.9 |
| 9 | Qwen 3.5 35B A3B | 37.4 |
| 10 | Gemma 4 31B (IT) | 26.7 |
Interactive version: theaggregate.ai/benchmark?slug=chartact-heatmap-charts · How It Works · Data refreshed daily, snapshot 2026-10-07.