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Nuscene

Progress Over Time

Interactive timeline showing model performance evolution on Nuscene

State-of-the-art frontier
Open
Proprietary

Nuscene Leaderboard

3 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
2
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
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About this benchmark

What is Nuscene?

A multimodal benchmark for scene understanding and reasoning over the nuScenes autonomous driving domain.

Nuscene is a multimodal benchmark evaluating models on multimodal, reasoning, spatial, and vision tasks. LLM Stats tracks 3 models on this benchmark, scored on a 0–1 scale. The current average is 0.2, with the leader at 0.2.

Compare leaders on the best AI for multimodal, best AI for reasoning, best AI for spatial and best AI for vision leaderboards.

Current leaders

Qwen3.5-122B-A10B from Alibaba Cloud / Qwen Team currently leads the Nuscene leaderboard with a score of 0.154 across 3 evaluated AI models.

1Qwen3.5-122B-A10BAlibaba Cloud / Qwen Team15.4%
2Qwen3.5-27BAlibaba Cloud / Qwen Team15.2%
3Qwen3.5-35B-A3BAlibaba Cloud / Qwen Team14.6%

FAQ

Common questions about the Nuscene benchmark and leaderboard.

What is the Nuscene benchmark?

A multimodal benchmark for scene understanding and reasoning over the nuScenes autonomous driving domain.

What is the Nuscene leaderboard?

The Nuscene leaderboard ranks 3 AI models based on their performance on this benchmark. Currently, Qwen3.5-122B-A10B by Alibaba Cloud / Qwen Team leads with a score of 0.154. The average score across all models is 0.151.

What is the highest Nuscene score?

The highest Nuscene score is 0.154, achieved by Qwen3.5-122B-A10B from Alibaba Cloud / Qwen Team.

How many models are evaluated on Nuscene?

3 models have been evaluated on the Nuscene benchmark, with 0 verified results and 3 self-reported results.

What categories does Nuscene cover?

Nuscene is categorized under multimodal, reasoning, spatial, and vision. The benchmark evaluates multimodal models.

What is the best open-source model on Nuscene?

Qwen3.5-122B-A10B by Alibaba Cloud / Qwen Team is the top-ranked open-source model on Nuscene, with a score of 0.154 (rank #1).

Which model offers the best value on Nuscene?

Among models scoring within 10% of the leader, Qwen3.5-27B from Alibaba Cloud / Qwen Team is the cheapest, at $0.30 per million input tokens with a score of 0.152.

How recent are the Nuscene leaderboard results?

The Nuscene leaderboard was last updated in August 2026 and currently includes 3 evaluated models.