GeoBenchLLM - PPNL Single-Goal: leaderboard
Metric: Optimal route ratio (%). Source: arxiv.org. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 8B (Thinking) | 92 |
| 2 | GPT-OSS-120B (Low) | 90 |
| 3 | GPT-OSS-20B (Low) | 83 |
| 4 | Qwen 3 1.7B (Thinking) | 83 |
| 5 | Qwen 3 0.6B (Thinking) | 60 |
| 6 | Qwen 3 8B (Non-reasoning) | 53 |
Interactive version: theaggregate.ai/benchmark?slug=geobenchllm-ppnl-single-goal · How It Works · Data refreshed daily, snapshot 2026-09-19.