GTA-Workflow - Tool Success Rate: leaderboard

Metric: Tool success rate (%): share of tool invocations without system errors or syntax violations on GTA-Workflow, the open-ended long-horizon workflow tier of GTA-2 (132 real-user tasks with deployed tools and multimodal inputs), run end to end in the default Lagent ReAct framework; deliverables judged by GPT-5.2 against recursive checkpoint rubrics; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro91.2
2Kimi K289.85
3Qwen 3 235B A22B88.98
4DeepSeek V3.288.81
5Claude Sonnet 4.588.02
6Llama 4 Scout87.74
7Grok 487.47
8GPT-587.31
9Llama 3.1 70B Instruct28.71
10Qwen 3 8B16.97
11Llama 3.1 8B Instruct13.44
12Qwen 3 30B A3B1.94
13Llama 3.2 3B Instruct0.1

Interactive version: theaggregate.ai/benchmark?slug=gta-workflow-tool-success-rate · How It Works · Data refreshed daily, snapshot 2026-10-07.