RobustBench-TC - Typo: leaderboard

Metric: Tool-call accuracy (%) under the Typo perturbation (observation component: user query (character-level keyboard noise)); RobustBench-TC samples drawn from BFCL V3 single-turn, API-Bank, RoTBench, ToolAlpaca and ToolEyes, each scored by its source benchmark's strict scorer after a format-tolerant tool-call parse, temperature 0 (DeepSeek-R1-Distill at 0.6), Qwen3-family models with thinking disabled; higher is better. Source: arxiv.org. Saturation forecast: Around March 2028. 18 models tracked.

Top models

#ModelScore
1Qwen 3 32B (Non-reasoning)65.3
2Qwen 3 14B (Non-reasoning)64.3
3O4 Mini61.8
4Qwen 3.5 9B (Non-reasoning)61.3
5Qwen 3 8B (Non-reasoning)58.8
6DeepSeek R1 Distill Qwen 14B56.8
7Qwen 2.5 3B Instruct55.8
8Qwen 2.5 1.5B Instruct51.8
9Llama 3.2 3B Instruct48.7

Interactive version: theaggregate.ai/benchmark?slug=robustbench-tc-typo · How It Works · Data refreshed daily, snapshot 2026-10-07.