ATP-Bench - Encyclopedia: leaderboard
Metric: Final Score (0-100) assigned by the Chief Judge of a Gemini 2.5 Pro multi-agent judging system to the model's interleaved text-and-tool-call answer, on the 966 Encyclopedia queries; zero-shot, tool calls planned but not executed; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Sonnet 4 | 83.69 | #194 |
| 2 | Grok 4.1 Fast (Reasoning) | 82.96 | #208 (Grok 4.1 Fast) |
| 3 | Claude Sonnet 4.5 | 82.39 | #138 |
| 4 | GPT-5 | 81.27 | #91 |
| 5 | Qwen 2.5 VL 72B Instruct | 81.11 | #364 |
| 6 | Gemini 3 Pro | 78.2 | #77 |
| 7 | GPT-4o | 73.59 | #333 |
| 8 | Llama 3.2 11B | 40.94 | #1183 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=atp-bench-encyclopedia · How It Works · Data refreshed daily, snapshot 2026-10-11.