FORTIS - Skill-Grounded Tool Selection Fail Rate: leaderboard
Metric: Fail rate (%), the share of over-privileged or no-action outcomes, on FORTIS Task 2 (skill-grounded tool selection, 1,543 queries: the model gets the assigned skill document and the full tool inventory and must pick the minimum-privilege feasible tool set), temperature 0; lower is better. Source: arxiv.org. Saturation forecast: Not forecast. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.6 Max | 45.2 |
| 2 | Claude Opus 4.7 | 47.4 |
| 3 | Gemini 3.1 Pro (Preview) | 49.2 |
| 4 | DeepSeek V4 Flash | 53 |
| 5 | Kimi K2.6 | 53.7 |
| 6 | Claude Sonnet 4.6 | 56.8 |
| 7 | GPT-5.4 Mini | 59.3 |
| 8 | Gemini 3 Flash | 61.2 |
| 9 | GPT-5.5 | 62.5 |
| 10 | GPT-5.4 | 66.6 |
Interactive version: theaggregate.ai/benchmark?slug=fortis-skill-grounded-tool-selection-fail-rate · How It Works · Data refreshed daily, snapshot 2026-10-07.