multimodal benchmark
MotionBench
MotionBench is a benchmark for evaluating multimodal models on motion understanding in videos, testing the ability to comprehend temporal dynamics, movement patterns, and action sequences.
Updated Aug 11, 2026
Models3
Model coverage3
MetricScore
EvidenceB
MotionBench Ranking
Higher score ranks better on this benchmark.
| 1 | BY | 74.9% | 100.0% | 3 | C | |
| 2 | BY | 74.8% | 50.0% | 3 | C | |
| 3 | MA | 70.4% | 0.0% | 3 | C |
MotionBench Score Distribution
A closer view of the leading scores on this benchmark.
MotionBench Highlights
The leading models and scores on this benchmark.
What is MotionBench?
What MotionBench measures and how its scores work.
MotionBench is a benchmark for evaluating multimodal models on motion understanding in videos, testing the ability to comprehend temporal dynamics, movement patterns, and action sequences.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MotionBench
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- motionbench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about MotionBench.
Which model scores highest on MotionBench?
Seed 2.1 Pro is currently ranked first with 74.9%.
What does MotionBench measure?
MotionBench is a benchmark for evaluating multimodal models on motion understanding in videos, testing the ability to comprehend temporal dynamics, movement patterns, and action sequences.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
3 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.