ScrambleToolBench - All Dynamics - Tasks Solved: leaderboard

Metric: Average tasks solved per five-task episode (0-5). Source: arxiv.org. 15 models tracked.

Top models

#ModelScore
1Gemini 3.5 Flash4.05
2Claude Sonnet 52.85
3Gemini 3.1 Pro (Preview)2.35
4Claude Sonnet 4.51.3
5Qwen 3.6 27B0.75
6Gemini 2.5 Pro0.55
7Gemma 4 31B0.35
8Gemini 2.5 Flash0.2
9GPT-5.40.15
10Qwen 3.6 35B A3B0.1
11GPT-OSS-120B0
12GPT-OSS-20B0
13Gemini 3.1 Flash Lite0
14GPT-5.4 Mini0
15Gemma 4 26B A4B0

Interactive version: theaggregate.ai/benchmark?slug=scrambletoolbench-all-dynamics-tasks-solved · How It Works · Data refreshed daily, snapshot 2026-09-19.