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  - **Strong Reasoning**: Equipped with Chain-of-Thought reasoning capabilities for complex multi-step chart analysis
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  ## 📊 Model Performance
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- https://raw.githubusercontent.com/starriver030515/FUSION/main/images/encoder.jpg
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  ### Overall Results
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  <div align="center">
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  <img src="https://raw.githubusercontent.com/chartverse/chartverse.github.io/main/static/images/overall_result.png" width="100%" alt="Overall Performance Comparison">
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  - **40K** highest-difficulty samples
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  - Filtered by failure rate: 0 < r(Q) < 1
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  - Ensures "hard but solvable" training signal
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- -
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  ## 🏋️ Training Details
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  **Supervised Fine-Tuning (SFT)**:
 
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  - **Strong Reasoning**: Equipped with Chain-of-Thought reasoning capabilities for complex multi-step chart analysis
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  ## 📊 Model Performance
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+
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  ### Overall Results
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  <div align="center">
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  <img src="https://raw.githubusercontent.com/chartverse/chartverse.github.io/main/static/images/overall_result.png" width="100%" alt="Overall Performance Comparison">
 
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  - **40K** highest-difficulty samples
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  - Filtered by failure rate: 0 < r(Q) < 1
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  - Ensures "hard but solvable" training signal
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+
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  ## 🏋️ Training Details
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  **Supervised Fine-Tuning (SFT)**: