PolyChartQA (CoT): leaderboard
Metric: H-Accuracy (%, times 100), chain-of-thought prompting, on the 519 human-authored questions of PolyChartQA (534 multi-chart images with 2,297 sub-charts from computer science papers), answers rated correct by human evaluation (H-Accuracy); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.0 Flash | 71.87 |
| 2 | Claude 3.7 Sonnet | 66.09 |
| 3 | GPT-4.1 | 59.54 |
| 4 | Pixtral-12B | 53.76 |
| 5 | Gemma 3 4B (IT) | 22.74 |
Interactive version: theaggregate.ai/benchmark?slug=polychartqa-cot · How It Works · Data refreshed daily, snapshot 2026-10-07.