ChartFI - Faithfulness: leaderboard
Metric: Faithfulness (%): one minus the share of verification points in the generated description that a Gemini-3.1-Pro judge finds contradicted by the chart image, times 100, descriptions of the 896 ChartFI-Bench scientific charts (arXiv papers accepted at peer-reviewed venues), temperature 0 and top-p 1; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 95.01 |
| 2 | Gemini 3 Flash | 94.71 |
| 3 | Claude Sonnet 4.6 | 87.12 |
| 4 | Qwen 3.5 Plus | 86.38 |
| 5 | Qwen 3.5 27B | 85.91 |
| 6 | Llama 4 Scout | 73.48 |
Interactive version: theaggregate.ai/benchmark?slug=chartfi-faithfulness · How It Works · Data refreshed daily, snapshot 2026-10-07.