# Technical Document Extraction: Prediction Accuracy vs. Relative Walltime ## 1. Chart Type and Structure - **Chart Type**: Line chart with three data series - **Axes**: - **X-axis**: Relative Walltime (hours) [0, 50, 100, 150, 200, 250, 300, 350, 400] - **Y-axis**: Prediction Accuracy [50, 60, 70, 80, 90] ## 2. Legend and Color Mapping - **Legend Location**: Bottom-right corner - **Color-Series Mapping**: - **Green**: DT-Mem - **Blue**: MDT-40M - **Purple**: MDT-13M ## 3. Key Trends and Data Points ### DT-Mem (Green Line) - **Initial Behavior**: Sharp vertical ascent from 50% to 90% accuracy within first 50 hours - **Stabilization**: Maintains 90% accuracy plateau from ~50 hours onward - **Notable Feature**: Steepest initial slope among all series ### MDT-40M (Blue Line) - **Initial Behavior**: Gradual ascent from ~60% to 85% accuracy over 200 hours - **Stabilization**: Plateaus at 85% accuracy after 200 hours - **Notable Feature**: Smoothest curve with minimal fluctuation ### MDT-13M (Purple Line) - **Initial Behavior**: Moderate ascent from ~65% to 88% accuracy over 200 hours - **Stabilization**: Plateaus at 88% accuracy after 200 hours - **Notable Feature**: Intermediate growth rate between DT-Mem and MDT-40M ## 4. Convergence Pattern - **Post-200 Hours**: All three series converge within 85-90% accuracy range - **Final State**: Minimal differentiation between models after 200 hours of walltime ## 5. Spatial Grounding Verification - **Legend Accuracy Check**: - Green line (DT-Mem) matches legend entry - Blue line (MDT-40M) matches legend entry - Purple line (MDT-13M) matches legend entry ## 6. Component Isolation - **Main Chart**: Occupies 80% of image area - **Legend**: Occupies 5% of image area (bottom-right) - **Axes**: Occupies 15% of image area (left and bottom edges) ## 7. Data Table Reconstruction | Model | Initial Accuracy | 50h Accuracy | 100h Accuracy | 200h Accuracy | Final Accuracy | |------------|------------------|--------------|---------------|---------------|----------------| | DT-Mem | 50% | 90% | 90% | 90% | 90% | | MDT-40M | 60% | 75% | 80% | 85% | 85% | | MDT-13M | 65% | 80% | 85% | 88% | 88% | ## 8. Language Analysis - **Primary Language**: English (all axis labels, legend, and annotations) - **Secondary Languages**: None detected ## 9. Critical Observations 1. DT-Mem achieves maximum accuracy fastest (50h vs 200h for others) 2. MDT-40M demonstrates most stable growth pattern 3. All models show diminishing returns after 200 hours 4. Accuracy saturation occurs between 85-90% for all models