multimodal benchmark
MobileWorld
MobileWorld is a benchmark for evaluating multimodal agents on real mobile-device tasks, testing GUI grounding, navigation, and multi-step task completion in mobile environments.
Updated Aug 11, 2026
Models3
Model coverage3
MetricScore
EvidenceB
MobileWorld Ranking
Higher score ranks better on this benchmark.
| 1 | AC | 77.8% | 100.0% | 3 | C | |
| 2 | BY | 73.1% | 50.0% | 3 | C | |
| 3 | BY | 70.0% | 0.0% | 3 | C |
MobileWorld Score Distribution
A closer view of the leading scores on this benchmark.
MobileWorld Highlights
The leading models and scores on this benchmark.
What is MobileWorld?
What MobileWorld measures and how its scores work.
MobileWorld is a benchmark for evaluating multimodal agents on real mobile-device tasks, testing GUI grounding, navigation, and multi-step task completion in mobile environments.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MobileWorld
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- mobileworld|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about MobileWorld.
Which model scores highest on MobileWorld?
Qwen3.8 Max is currently ranked first with 77.8%.
What does MobileWorld measure?
MobileWorld is a benchmark for evaluating multimodal agents on real mobile-device tasks, testing GUI grounding, navigation, and multi-step task completion in mobile environments.
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.