ScrambleToolBench - Stochastic Failure - Tasks Solved: leaderboard
Metric: Average tasks solved per five-task episode (0-5). Source: arxiv.org. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 5 |
| 2 | Claude Sonnet 5 | 5 |
| 3 | Gemini 3.5 Flash | 4.85 |
| 4 | Claude Sonnet 4.5 | 4.35 |
| 5 | Qwen 3.6 27B | 3.85 |
| 6 | Gemini 2.5 Pro | 2.25 |
| 7 | GPT-5.4 | 2.05 |
| 8 | Gemma 4 31B | 1.45 |
| 9 | Gemini 2.5 Flash | 1.4 |
| 10 | Qwen 3.6 35B A3B | 0.6 |
| 11 | Gemma 4 26B A4B | 0.45 |
| 12 | Gemini 3.1 Flash Lite | 0.1 |
| 13 | GPT-OSS-120B | 0 |
| 14 | GPT-OSS-20B | 0 |
| 15 | GPT-5.4 Mini | 0 |
Interactive version: theaggregate.ai/benchmark?slug=scrambletoolbench-stochastic-failure-tasks-solved · How It Works · Data refreshed daily, snapshot 2026-09-19.