ComboShoppingBench - Overall Success: leaderboard
Metric: Pass rate (%; all judged and rule-based checks). Source: arxiv.org. 22 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.5 | 61.2 |
| 2 | Gemini 3.1 Pro (Preview) (Thinking) | 50.2 |
| 3 | Claude Opus 4.6 (Thinking) | 49.8 |
| 4 | Claude Opus 4.8 (Thinking) | 49.5 |
| 5 | Kimi K2.6 (Thinking) | 44 |
| 6 | GLM-5.2 (Non-reasoning) | 30.2 |
| 7 | Claude Sonnet 4.6 (Thinking) | 27.8 |
| 8 | MiniMax M3 (Thinking) | 25.4 |
| 9 | Claude Sonnet 4.6 (Non-reasoning) | 23.4 |
| 10 | Seed 2.0 Pro (Thinking) | 17.5 |
| 11 | GPT-5.5 (Non-reasoning) | 14.4 |
| 12 | Kimi K2.6 (Non-reasoning) | 14.1 |
| 13 | Qwen 3.6 27B (Non-reasoning) | 12.4 |
| 14 | Claude Opus 4.6 (Non-reasoning) | 11.3 |
| 15 | Qwen 3.6 27B (Thinking) | 5.2 |
Interactive version: theaggregate.ai/benchmark?slug=comboshoppingbench-overall-success · How It Works · Data refreshed daily, snapshot 2026-09-19.