EpiCurveBench - High Reasoning with Code Execution: leaderboard
Metric: EpiCurveSimilarity, ECS (%): edit distance with real penalty between each extracted and ground-truth series (gap penalty 1, value differences normalized by the y-axis range and counted fully above 1%), scaled to 0-100 and averaged over matched series per chart (0 for a missed series), then over the 1,000 real-world epidemic curve images; the model returns the chart data as a TSV from one generic extraction prompt; at high reasoning effort with a Python code-execution tool for zooming and cropping image regions; higher is better. Source: arxiv.org. Saturation forecast: Around April 2028. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.2 (High) | 44.8 |
| 2 | Claude Opus 4.5 (High) | 40.5 |
| 3 | Qwen 3 VL 235B A22B Instruct | 29.5 |
Interactive version: theaggregate.ai/benchmark?slug=epicurvebench-high-reasoning-with-code-execution · How It Works · Data refreshed daily, snapshot 2026-10-07.