ENC-Bench - Track Direction Recognition: leaderboard
Metric: Accuracy (%) on ENC-Bench's 141 track direction recognition questions (Decision-Making: giving the legal navigation direction of a marked route, either way or non-navigable; three options), on ENC-Bench's 840 NOAA S-57 electronic navigational charts rendered with OpenCPN in day, dusk and night palettes at six scales, zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3 VL 235B A22B (Thinking) | 75.18 | #228 (Qwen 3 VL 235B A22B) |
| 2 | Qwen 3 VL 235B A22B Instruct | 74.47 | #264 |
| 3 | Qwen 3 VL 32B (Thinking) | 73.76 | #287 (Qwen 3 VL 32B) |
| 4 | Qwen 3 VL 32B Instruct | 68.79 | #276 |
| 5 | Gemini 2.5 Pro | 63.12 | #145 |
| 6 | Gemini 2.5 Flash | 59.57 | #237 |
| 7 | Llama 4 Maverick Instruct | 53.9 | #439 |
| 8 | GLM-4.5V | 53.19 | #339 |
| 9 | InternVL3-38B | 51.06 | #395 |
| 10 | GPT-4o | 45.39 | #333 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=enc-bench-track-direction-recognition · How It Works · Data refreshed daily, snapshot 2026-10-11.