multimodal benchmark
Nuscene Leaderboard
Nuscene is a multimodal benchmark for scene understanding and reasoning over the nuScenes autonomous driving domain.
Updated Oct 23, 2026
Models3
Model coverage3
MetricScore
EvidenceB
Nuscene Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score15.40% | Percentile100.00% | Participants3 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score15.20% | Percentile50.00% | Participants3 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score14.60% | Percentile0.00% | Participants3 | EvidenceC | Evaluated |
Nuscene Highlights
The leading models and scores on this benchmark.
Nuscene Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for Nuscene
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is Nuscene?
What Nuscene measures and how its scores work.
Nuscene is a multimodal benchmark focused on the nuScenes autonomous driving domain.
It measures scene understanding and reasoning using a Score reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Nuscene
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Nuscene.
Which model scores highest on Nuscene?
Qwen3.5-122B-A10B is currently ranked first with 15.40%.
What are the top three models on Nuscene?
The current leaders are Qwen3.5-122B-A10B (15.40%), Qwen3.5-27B (15.20%), and Qwen3.5-35B-A3B (14.60%).
Which Nuscene model has the lowest official input price?
Qwen3.5-35B-A3B has the lowest matched official input price at $0.25 input / $2.0 output per 1M tokens.
Which models are fastest among Nuscene results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.