MapTab (Travelmap, Map-Only): leaderboard
Metric: Exact match accuracy (%) of the planned route on MapTab's 1,680 Travelmap test queries (one per held-out origin-destination pair; city-disjoint test maps), given the map image only (criteria-free shortest-route queries): the station sequence must equal an optimal reference route (spelling similarity above 50%); malformed outputs count as wrong; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 21 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.5 Flash | 68.21 | #55 |
| 2 | GPT-5.5 Instant | 68.15 | #130 |
| 3 | Gemini 3 Flash (Preview) | 60 | #78 |
| 4 | Qwen 3.6 35B A3B (Thinking) | 42.74 | #214 (Qwen 3.6 35B A3B) |
| 5 | Qwen 3 VL 32B (Thinking) | 39.17 | #287 (Qwen 3 VL 32B) |
| 6 | Doubao-Seed-1.6-251015 (Thinking) | 38.45 | #197 (Doubao-Seed-1.6-251015) |
| 7 | Qwen 3 VL 32B Instruct | 36.9 | #276 |
| 8 | Qwen 3.5 9B (Non-reasoning) | 25.95 | #363 (Qwen 3.5 9B) |
| 9 | Qwen 3 VL 8B (Thinking) | 22.62 | |
| 10 | GPT-4.1 | 20.3 | #240 |
| 11 | Qwen 3 VL 8B Instruct | 19.29 | #401 |
| 12 | Qwen 3 VL 30B A3B Instruct | 17.86 | #365 |
| 13 | GPT-4o | 16.85 | #333 |
| 14 | Qwen 2.5 VL 7B Instruct | 7.68 | #643 |
| 15 | Phi-4 Multimodal Instruct | 0.42 | #896 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=maptab-travelmap-map-only · How It Works · Data refreshed daily, snapshot 2026-10-11.