ComboShoppingBench - Semantic Requirements: leaderboard
Metric: Pass rate (%; LLM-judged). Source: arxiv.org. 22 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.5 | 83.8 |
| 2 | Claude Opus 4.6 (Thinking) | 77.7 |
| 3 | Claude Opus 4.6 (Non-reasoning) | 76.6 |
| 4 | Kimi K2.6 (Thinking) | 72.5 |
| 5 | MiniMax M3 (Thinking) | 71.8 |
| 6 | Claude Opus 4.8 (Thinking) | 71.1 |
| 7 | Claude Sonnet 4.6 (Thinking) | 70.1 |
| 8 | Gemini 3.1 Pro (Preview) (Thinking) | 69.8 |
| 9 | DeepSeek V4 Pro (Non-reasoning) | 67.4 |
| 10 | GPT-5.5 (Non-reasoning) | 64.9 |
| 11 | GLM-5.2 (Non-reasoning) | 64.3 |
| 12 | Claude Sonnet 4.6 (Non-reasoning) | 63.6 |
| 13 | Qwen 3.6 27B (Non-reasoning) | 62.5 |
| 14 | Qwen 3.6 27B (Thinking) | 60.5 |
| 15 | Kimi K2.6 (Non-reasoning) | 57.7 |
Interactive version: theaggregate.ai/benchmark?slug=comboshoppingbench-semantic-requirements · How It Works · Data refreshed daily, snapshot 2026-09-19.