# Technical Document: Model Performance Comparison Chart Analysis ## 1. Chart Type and Structure - **Chart Type**: Line chart with five data series - **Axes**: - **X-axis**: Model Number (1-10) - **Y-axis**: Score (%) (0-80) - **Legend**: Located at top-right corner - Colors and labels: - Blue: HumanEval - Cyan: SWE-bench Verified M - Brown: SWE-bench Verified S - Green: LiveCodeBench - Gray: Aider Polygot ## 2. Key Trends and Data Points ### HumanEval (Blue Line) - **Trend**: Starts high (75%), dips to 68% at model 2, rises to 75% at model 3, peaks at 85% at model 4, then declines to 60% at model 10 - **Data Points**: - Model 1: 75% - Model 2: 68% - Model 3: 75% - Model 4: 85% - Model 5: 70% - Model 6: 72% - Model 7: 78% - Model 8: 85% - Model 9: 70% - Model 10: 60% ### SWE-bench Verified M (Cyan Line) - **Trend**: Starts low (25%), rises to 35% at model 4, dips to 25% at model 5, peaks at 68% at model 8, then declines to 45% at model 10 - **Data Points**: - Model 1: 25% - Model 2: 30% - Model 3: 30% - Model 4: 35% - Model 5: 25% - Model 6: 35% - Model 7: 60% - Model 8: 68% - Model 9: 42% - Model 10: 45% ### SWE-bench Verified S (Brown Line) - **Trend**: Starts low (10%), rises to 22% at model 4, dips to 12% at model 5, peaks at 60% at model 8, then declines to 24% at model 10 - **Data Points**: - Model 1: 10% - Model 2: 20% - Model 3: 10% - Model 4: 22% - Model 5: 12% - Model 6: 22% - Model 7: 50% - Model 8: 60% - Model 9: 35% - Model 10: 24% ### LiveCodeBench (Green Line) - **Trend**: Starts low (30%), dips to 29% at model 5, rises to 75% at model 8, then declines to 33% at model 10 - **Data Points**: - Model 1: 30% - Model 2: 30% - Model 3: 30% - Model 4: 30% - Model 5: 29% - Model 6: 29% - Model 7: 60% - Model 8: 75% - Model 9: 33% - Model 10: 34% ### Aider Polygot (Gray Line) - **Trend**: Starts very low (2%), rises sharply to 83% at model 8, then declines to 24% at model 10 - **Data Points**: - Model 1: 2% - Model 2: 18% - Model 3: 2% - Model 4: 18% - Model 5: 10% - Model 6: 22% - Model 7: 58% - Model 8: 83% - Model 9: 25% - Model 10: 24% ## 3. Spatial Grounding and Color Verification - **Legend Position**: Top-right corner - **Color Consistency Check**: - All data points match legend colors exactly - Example: Model 8's gray peak (83%) corresponds to Aider Polygot ## 4. Component Isolation ### Header - Title: "Model Performance Comparison" - Subtitle: "Performance across 10 models" ### Main Chart - Five overlapping line series with distinct colors - Data points marked with unique symbols: - HumanEval: Circle (●) - SWE-bench Verified M: Diamond (◆) - SWE-bench Verified S: Triangle (▲) - LiveCodeBench: Square (■) - Aider Polygot: Diamond (◆) ### Footer - Source: "Generated by OpenAI" ## 5. Trend Verification Logic - **HumanEval**: Peak at model 4 (85%) followed by decline - **SWE-bench Verified M**: Sharp rise at model 7-8, then drop - **SWE-bench Verified S**: Gradual rise with peak at model 8 - **LiveCodeBench**: Late surge at model 8 - **Aider Polygot**: Most dramatic rise (2% → 83%) at model 8 ## 6. Data Table Reconstruction | Model | HumanEval | SWE-M | SWE-S | LiveCode | Aider | |-------|-----------|-------|-------|----------|-------| | 1 | 75 | 25 | 10 | 30 | 2 | | 2 | 68 | 30 | 20 | 30 | 18 | | 3 | 75 | 30 | 10 | 30 | 2 | | 4 | 85 | 35 | 22 | 30 | 18 | | 5 | 70 | 25 | 12 | 29 | 10 | | 6 | 72 | 35 | 22 | 29 | 22 | | 7 | 78 | 60 | 50 | 60 | 58 | | 8 | 85 | 68 | 60 | 75 | 83 | | 9 | 70 | 42 | 35 | 33 | 25 | | 10 | 60 | 45 | 24 | 34 | 24 | ## 7. Critical Observations 1. **Model 8 Dominance**: All metrics peak at model 8 except HumanEval (already peaked at model 4) 2. **Aider Polygot's Outlier Performance**: 83% score at model 8 (highest across all metrics) 3. **Consistency Patterns**: - SWE-bench Verified M shows most consistent growth - LiveCodeBench demonstrates late-stage improvement - Aider Polygot exhibits highest volatility ## 8. Missing Information - No textual annotations explaining model architectures - No error bars or confidence intervals provided - No temporal context for model development timeline