PolyChartQA (CoT) - MLM-Generated Questions: leaderboard
Metric: L-Accuracy (%, times 100), chain-of-thought prompting, on the 2,175 GPT-4.1-generated, manually verified questions of PolyChartQA (534 multi-chart images with 2,297 sub-charts from computer science papers), answers rated correct by a Claude 3.7 Sonnet judge (L-Accuracy); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.0 Flash | 81.06 |
| 2 | Claude 3.7 Sonnet | 74.71 |
| 3 | Pixtral-12B | 63.54 |
| 4 | Gemma 3 4B (IT) | 25.29 |
Interactive version: theaggregate.ai/benchmark?slug=polychartqa-cot-mlm-generated-questions · How It Works · Data refreshed daily, snapshot 2026-10-07.