LLM Stats (AutomationBench; Private held-out set): leaderboard
LLM Stats source-attributed result collection. Protocol: Private held-out set. Scores and source method notes retained without rescaling beyond the published percent conversion. Unverified protocols remain separate source observations; they are not assumed equivalent to another model or benchmark setting.
Metric: Score (%). Source: llm-stats.com. Saturation forecast: Around November 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 4 Argon | 51.3 | #7 |
| 2 | Claude Fable 5.1 | 31.4 | #9 |
| 3 | Gemini 3.7 Flash | 30.4 | #24 |
| 4 | Claude Fable 5 | 17.4 | #15 |
| 5 | Claude Sonnet 5 | 13.5 | #55 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=llm-stats-automationbench-private-held-out-set · How It Works · Data refreshed daily, snapshot 2026-10-16.