MEGA-Bench Task - VLN English Next Step — leaderboard

Metric: Task Score (%). Source: huggingface.co. 44 models tracked.

Top models

#ModelScore
1Qwen 2 VL 7B40
2Gemini 2.5 Pro33.3
3InternVL3-8B33.3
4Qwen 2 VL 72B33.3
5MiniCPM-V-2.633.3
6InternVL3-14B26.7
7Claude 3.5 Sonnet (20241022)26.7
8Gemma 3 27B (IT)20
9Gemma 3 12B (IT)20
10Gemini 1.5 Flash (002)20
11GPT-4o13.3
12InternVL3-78B13.3
13InternVL2-8B13.3
14InternVL3-38B13.3
15Ovis2-8B13.3

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-task-vln-english-next-step · How the rankings work · Data refreshed daily, snapshot 2026-07-22.