multimodal benchmark
AndroidWorld_SR
AndroidWorld Success Rate (SR) benchmark - A dynamic benchmarking environment for autonomous agents operating on Android devices. Evaluates agents on 116 programmatic tasks across 20 real-world Android apps using multimodal inputs (screen screenshots, accessibility trees, and natural language instructions). Measures success rate of agents completing tasks like sending messages, creating calendar events, and navigating mobile interfaces. Published at ICLR 2025. Best current performance: 30.6% success rate (M3A agent) vs 80.0% human performance.
Updated Aug 11, 2026
Models8
Model coverage8
MetricScore
EvidenceB
AndroidWorld_SR Ranking
Higher score ranks better on this benchmark.
| 01 | AC | 71.1% | 100.0% | 8 | C | |
| 02 | AC | 66.4% | 85.7% | 8 | C | |
| 03 | AC | 64.2% | 71.4% | 8 | C | |
| 04 | AC | 63.7% | 57.1% | 8 | C | |
| 05 | AC | 63.7% | 42.9% | 8 | C | |
| 06 | AC | 35.0% | 28.6% | 8 | C | |
| 07 | AC | 25.5% | 14.3% | 8 | C | |
| 08 | AC | 22.0% | 0.0% | 8 | C |
AndroidWorld_SR Score Distribution
A closer view of the leading scores on this benchmark.
AndroidWorld_SR Highlights
The leading models and scores on this benchmark.
What is AndroidWorld_SR?
What AndroidWorld_SR measures and how its scores work.
AndroidWorld Success Rate (SR) benchmark - A dynamic benchmarking environment for autonomous agents operating on Android devices. Evaluates agents on 116 programmatic tasks across 20 real-world Android apps using multimodal inputs (screen screenshots, accessibility trees, and natural language instructions). Measures success rate of agents completing tasks like sending messages, creating calendar events, and navigating mobile interfaces. Published at ICLR 2025. Best current performance: 30.6% success rate (M3A agent) vs 80.0% human performance.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- AndroidWorld_SR
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- androidworld-sr|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about AndroidWorld_SR.
Which model scores highest on AndroidWorld_SR?
Qwen3.5-35B-A3B is currently ranked first with 71.1%.
What does AndroidWorld_SR measure?
AndroidWorld Success Rate (SR) benchmark - A dynamic benchmarking environment for autonomous agents operating on Android devices. Evaluates agents on 116 programmatic tasks across 20 real-world Android apps using multimodal inputs (screen screenshots, accessibility trees, and natural language instructions). Measures success rate of agents completing tasks like sending messages, creating calendar events, and navigating mobile interfaces. Published at ICLR 2025. Best current performance: 30.6% success rate (M3A agent) vs 80.0% human performance.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
8 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.