ToolRobustBench - Tool Output: leaderboard
Metric: Success rate (0-1, native; noisy, missing or conflicting returned evidence after the call; over ToolRobustBench single-family perturbation instances (clean, light, medium, heavy); binary per-instance tool-call success). Source: arxiv.org. Saturation forecast: Around March 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 0.57 |
| 2 | DeepSeek V4 Pro | 0.51 |
| 3 | GPT-5.4 Mini | 0.5 |
| 4 | Gemini 2.5 Pro | 0.48 |
| 5 | Gemini 2.5 Flash | 0.42 |
| 6 | Qwen Plus | 0.38 |
| 7 | DeepSeek V4 Flash | 0.32 |
Interactive version: theaggregate.ai/benchmark?slug=toolrobustbench-tool-output · How It Works · Data refreshed daily, snapshot 2026-09-26.