Edit2TikZ - Edit Correctness Score: leaderboard
Metric: ECS (0-100; judged per edit unit, zero for render failures). Source: arxiv.org. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 75.02 |
| 2 | Claude Opus 4.8 | 64.98 |
| 3 | GPT-5.6 Sol | 64.1 |
| 4 | GPT-5.6 Terra | 61.04 |
| 5 | Claude Sonnet 4.6 | 59.55 |
| 6 | GPT-5.6 Luna | 54.79 |
| 7 | Seed 2.1 Pro | 49.88 |
| 8 | Qwen 3.7 Plus | 49.04 |
| 9 | Qwen 3.6 27B | 48.5 |
| 10 | gemma-4-E4B-it | 30.18 |
| 11 | Qwen 3.5 9B | 24.99 |
| 12 | Qwen 3.5 4B | 22.54 |
| 13 | Gemma 4 E2B (IT) | 2.97 |
| 14 | Qwen 3.5 2B | 2.78 |
Interactive version: theaggregate.ai/benchmark?slug=edit2tikz-edit-correctness-score · How It Works · Data refreshed daily, snapshot 2026-09-19.