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LearnGUI

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  license: apache-2.0
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  size_categories:
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  - 1K<n<10K
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- task_categories:
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- - robotics
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  ---
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  # LearnGUI: A Unified Demonstration Benchmark for Mobile GUI Agents
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  ├── SimpleCalendarAddOneEvent/
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  └── ... (98 more task data directories)
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  ```
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-
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- ## 🔍 Comparison with Existing Datasets
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  LearnGUI offers several advantages over existing GUI datasets:
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- | Dataset | # Inst. | # Apps | # Step | Env. | HL | LL | GT | FS |
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- |---------|---------|--------|--------|------|----|----|----|----|
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- | PixelHelp | 187 | 4 | 4.2 | ❌ | ✅ | ❌ | ✅ | ❌ |
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- | MoTIF | 276 | 125 | 4.5 | ❌ | ✅ | ✅ | ✅ | ❌ |
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- | UIBert | 16,660 | - | 1 | ❌ | ❌ | ✅ | ✅ | ❌ |
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- | UGIF | 523 | 12 | 6.3 | ❌ | ✅ | ✅ | ✅ | ❌ |
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- | AITW | 30,378 | 357 | 6.5 | ❌ | ✅ | ❌ | ✅ | ❌ |
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- | AITZ | 2,504 | 70 | 7.5 | ❌ | ✅ | ✅ | ✅ | ❌ |
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- | AndroidControl | 15,283 | 833 | 4.8 | ❌ | ✅ | ✅ | ✅ | ❌ |
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- | AMEX | 2,946 | 110 | 12.8 | ❌ | ✅ | ❌ | ✅ | ❌ |
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- | MobileAgentBench | 100 | 10 | - | ❌ | ✅ | ❌ | ❌ | ❌ |
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- | AppAgent | 50 | 10 | - | ❌ | ✅ | ❌ | ❌ | ❌ |
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- | LlamaTouch | 496 | 57 | 7.01 | ✅ | ✅ | ❌ | ✅ | ❌ |
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- | AndroidWorld | 116 | 20 | - | ✅ | ✅ | ❌ | ❌ | ❌ |
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- | AndroidLab | 138 | 9 | 8.5 | ✅ | ✅ | ❌ | ❌ | ❌ |
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- | **LearnGUI (Ours)** | **2,353** | **73** | **13.2** | ✅ | ✅ | ✅ | ✅ | ✅ |
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  *Note: # Inst. (number of instructions), # Apps (number of applications), # Step (average steps per task), Env. (supports environment interactions), HL (has high-level instructions), LL (has low-level instructions), GT (provides ground truth trajectories), FS (supports few-shot learning).*
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  license: apache-2.0
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  size_categories:
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  - 1K<n<10K
 
 
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  ---
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  # LearnGUI: A Unified Demonstration Benchmark for Mobile GUI Agents
 
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  ├── SimpleCalendarAddOneEvent/
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  └── ... (98 more task data directories)
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  ```
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+ ### Comparison with Existing Datasets
 
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  LearnGUI offers several advantages over existing GUI datasets:
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+ | Dataset | # Inst. | # Apps | # Step | Env. | HL | LL | GT | FS |
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+ | ------------------------- | --------------- | ------------ | -------------- | ---- | -- | -- | -- | -- |
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+ | PixelHelp | 187 | 4 | 4.2 | ✗ | ✓ | ✗ | ✓ | ✗ |
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+ | MoTIF | 276 | 125 | 4.5 | ✗ | ✓ | ✓ | ✓ | ✗ |
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+ | UIBert | 16,660 | - | 1 | ✗ | ✗ | ✓ | ✓ | ✗ |
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+ | UGIF | 523 | 12 | 6.3 | ✗ | ✓ | ✓ | ✓ | ✗ |
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+ | AITW | 30,378 | 357 | 6.5 | ✗ | ✓ | ✗ | ✓ | ✗ |
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+ | AITZ | 2,504 | 70 | 7.5 | ✗ | ✓ | ✓ | ✓ | ✗ |
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+ | AndroidControl | 15,283 | 833 | 4.8 | ✗ | ✓ | ✓ | ✓ | ✗ |
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+ | AMEX | 2,946 | 110 | 12.8 | ✗ | ✓ | ✗ | ✓ | ✗ |
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+ | MobileAgentBench | 100 | 10 | - | ✗ | ✓ | ✗ | ✗ | ✗ |
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+ | AppAgent | 50 | 10 | - | ✗ | ✓ | ✗ | ✗ | ✗ |
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+ | LlamaTouch | 496 | 57 | 7.01 | ✓ | ✓ | ✗ | ✓ | ✗ |
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+ | AndroidWorld | 116 | 20 | - | ✓ | ✓ | ✗ | ✗ | ✗ |
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+ | AndroidLab | 138 | 9 | 8.5 | ✓ | ✓ | ✗ | ✗ | ✗ |
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+ | **LearnGUI (Ours)** | **2,353** | **73** | **13.2** | ✓ | ✓ | ✓ | ✓ | ✓ |
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  *Note: # Inst. (number of instructions), # Apps (number of applications), # Step (average steps per task), Env. (supports environment interactions), HL (has high-level instructions), LL (has low-level instructions), GT (provides ground truth trajectories), FS (supports few-shot learning).*
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