multimodal benchmark
MotionBench Leaderboard
MotionBench is a benchmark for evaluating multimodal models on motion understanding in videos.
Updated Oct 23, 2026
Models5
Model coverage5
MetricScore
EvidenceB
MotionBench Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score74.90% | Percentile100.00% | Participants5 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score74.80% | Percentile75.00% | Participants5 | EvidenceC | Evaluated |
| Rank03 | ModelBY | Score70.60% | Percentile50.00% | Participants5 | EvidenceC | Evaluated |
| Rank04 | ModelMA | Score70.40% | Percentile25.00% | Participants5 | EvidenceC | Evaluated |
| Rank05 | ModelBY | Score64.40% | Percentile0.00% | Participants5 | EvidenceC | Evaluated |
MotionBench Highlights
The leading models and scores on this benchmark.
MotionBench Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for MotionBench
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is MotionBench?
What MotionBench measures and how its scores work.
MotionBench evaluates multimodal models on motion understanding in videos.
It measures comprehension of temporal dynamics, movement patterns, and action sequences using Score, reported as a ratio.
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
- No
- Evaluation key
- overall
LLM Stats. 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 74.90%.
What are the top three models on MotionBench?
The current leaders are Seed 2.1 Pro (74.90%), Seed 2.1 Turbo (74.80%), and Seed 1.8 (70.60%).
Which MotionBench model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among MotionBench 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.