RobustBench-TC - Rate Limit: leaderboard

Metric: Tool-call accuracy (%) under the RateLim perturbation (transition component: first call returns HTTP 429); 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: Not forecast. 18 models tracked.

Top models

#ModelScore
1Qwen 3 14B (Non-reasoning)49.2
2DeepSeek R1 Distill Qwen 14B37.7
3Qwen 2.5 1.5B Instruct31.7
4Qwen 3 8B (Non-reasoning)21.6
5Qwen 3.5 9B (Non-reasoning)21.6
6Llama 3.2 3B Instruct20.1
7Qwen 3 32B (Non-reasoning)20.1
8Qwen 2.5 3B Instruct19.1
9O4 Mini7

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