ChartFI - Coverage: leaderboard
Metric: Coverage (%): F1 of the reference-description insights matched by generated insights (type-specific matching rules, threshold 0.7), 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: Around 2031. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 33.58 |
| 2 | Gemini 3 Flash | 31.45 |
| 3 | Qwen 3.5 Plus | 30.59 |
| 4 | Claude Sonnet 4.6 | 30.38 |
| 5 | Qwen 3.5 27B | 29.01 |
| 6 | Llama 4 Scout | 25.39 |
Interactive version: theaggregate.ai/benchmark?slug=chartfi-coverage · How It Works · Data refreshed daily, snapshot 2026-10-07.