DV-World - DV-Evol Apache ECharts: leaderboard
Metric: Overall score (%) on the Apache ECharts DV-Evol tasks (adapt a reference visualization to new data in the target library: Python Matplotlib/Seaborn, Apache ECharts, Vega-Lite, D3.js or Plotly.js); per-task score = 0.5 x MLLM rubric score (integrity, consistency, aesthetics against gold plots) + 0.5 x table coverage of gold values, run in the DV-World-Agent framework (data manipulation, multimodal perception and proactive interaction tools); expert rubrics applied by a Gemini-2.5-Flash judge where rubric-scored, means over evaluation trials; higher is better. Source: arxiv.org. Saturation forecast: Around July 2028. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 46.01 |
| 2 | Grok 4 | 44.99 |
| 3 | Gemini 3 Pro (Preview) | 44.45 |
| 4 | GPT-4.1 | 43.98 |
| 5 | GPT-5.2 | 39.82 |
| 6 | Gemini 2.5 Pro | 37.85 |
Interactive version: theaggregate.ai/benchmark?slug=dv-world-dv-evol-apache-echarts · How It Works · Data refreshed daily, snapshot 2026-10-07.