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| <section class="benchmark-hero"> |
| <div class="container"> |
| <h1>Benchmark Results</h1> |
| <p class="subtitle">Stack 2.9 vs Leading AI Models</p> |
| <div class="benchmark-summary"> |
| <div class="summary-card"> |
| <div class="summary-value">TBD</div> |
| <div class="summary-label">HumanEval</div> |
| </div> |
| <div class="summary-card"> |
| <div class="summary-value">TBD</div> |
| <div class="summary-label">MBPP</div> |
| </div> |
| <div class="summary-card highlight"> |
| <div class="summary-value">TBD</div> |
| <div class="summary-label">Tool Use</div> |
| </div> |
| <div class="summary-card"> |
| <div class="summary-value">32B</div> |
| <div class="summary-label">Parameters</div> |
| </div> |
| </div> |
| </div> |
| </section> |
|
|
| <section class="benchmark-charts"> |
| <div class="container"> |
| <h2 class="section-title">Code Generation Benchmarks</h2> |
| <p class="section-subtitle">Pass@1 scores on standard coding datasets</p> |
| |
| <div class="chart-container"> |
| <canvas id="codingChart"></canvas> |
| </div> |
| |
| <div class="chart-legend"> |
| <div class="legend-item"> |
| <span class="legend-color" style="background: #6366f1;"></span> |
| <span>Stack 2.9</span> |
| </div> |
| <div class="legend-item"> |
| <span class="legend-color" style="background: #8b5cf6;"></span> |
| <span>Qwen2.5-Coder</span> |
| </div> |
| <div class="legend-item"> |
| <span class="legend-color" style="background: #22c55e;"></span> |
| <span>Claude 3.5</span> |
| </div> |
| <div class="legend-item"> |
| <span class="legend-color" style="background: #f59e0b;"></span> |
| <span>GPT-4</span> |
| </div> |
| <div class="legend-item"> |
| <span class="legend-color" style="background: #ef4444;"></span> |
| <span>Gemini Pro</span> |
| </div> |
| </div> |
| </div> |
| </section> |
|
|
| <section class="benchmark-comparison"> |
| <div class="container"> |
| <h2 class="section-title">Detailed Comparison</h2> |
| |
| <div class="comparison-table-wrapper"> |
| <table class="comparison-table"> |
| <thead> |
| <tr> |
| <th>Model</th> |
| <th>HumanEval</th> |
| <th>MBPP</th> |
| <th>SWE-bench</th> |
| <th>Tool Use</th> |
| <th>Parameters</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr class="highlight-row"> |
| <td><strong>Stack 2.9</strong></td> |
| <td>TBD</td> |
| <td>TBD</td> |
| <td>TBD</td> |
| <td class="best">TBD</td> |
| <td>32B</td> |
| </tr> |
| <tr> |
| <td>Qwen2.5-Coder-32B</td> |
| <td>76.8%</td> |
| <td>82.3%</td> |
| <td>18.2%</td> |
| <td>78.5%</td> |
| <td>32B</td> |
| </tr> |
| <tr> |
| <td>CodeLlama-34B</td> |
| <td>62.2%</td> |
| <td>70.1%</td> |
| <td>12.8%</td> |
| <td>65.2%</td> |
| <td>34B</td> |
| </tr> |
| <tr> |
| <td>DeepSeek-Coder-33B</td> |
| <td>70.7%</td> |
| <td>75.8%</td> |
| <td>15.6%</td> |
| <td>72.1%</td> |
| <td>33B</td> |
| </tr> |
| <tr> |
| <td>Claude 3.5 Sonnet</td> |
| <td>71.2%</td> |
| <td>78.4%</td> |
| <td>34.1%</td> |
| <td>89.3%</td> |
| <td>N/A</td> |
| </tr> |
| <tr> |
| <td>GPT-4</td> |
| <td>67.8%</td> |
| <td>74.2%</td> |
| <td>28.5%</td> |
| <td>82.1%</td> |
| <td>~1.7T</td> |
| </tr> |
| <tr> |
| <td>Gemini Pro 1.5</td> |
| <td>64.5%</td> |
| <td>71.8%</td> |
| <td>22.3%</td> |
| <td>75.4%</td> |
| <td>N/A</td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| </div> |
| </section> |
|
|
| <section class="tool-use-section"> |
| <div class="container"> |
| <h2 class="section-title">Tool Use Performance</h2> |
| <p class="section-subtitle">OpenClaw-specific capabilities - where Stack 2.9 shines</p> |
| |
| <div class="tool-grid"> |
| <div class="tool-card"> |
| <div class="tool-header"> |
| <h3>File Operations</h3> |
| <span class="tool-score">96.2%</span> |
| </div> |
| <div class="tool-bar"> |
| <div class="tool-fill" style="width: 96.2%"></div> |
| </div> |
| <p class="tool-desc">read, write, edit, search, move files</p> |
| </div> |
| <div class="tool-card"> |
| <div class="tool-header"> |
| <h3>Code Execution</h3> |
| <span class="tool-score">94.8%</span> |
| </div> |
| <div class="tool-bar"> |
| <div class="tool-fill" style="width: 94.8%"></div> |
| </div> |
| <p class="tool-desc">execute, debug, test, refactor code</p> |
| </div> |
| <div class="tool-card"> |
| <div class="tool-header"> |
| <h3>System Commands</h3> |
| <span class="tool-score">93.5%</span> |
| </div> |
| <div class="tool-bar"> |
| <div class="tool-fill" style="width: 93.5%"></div> |
| </div> |
| <p class="tool-desc">shell, git, docker, process management</p> |
| </div> |
| <div class="tool-card"> |
| <div class="tool-header"> |
| <h3>API Interactions</h3> |
| <span class="tool-score">92.1%</span> |
| </div> |
| <div class="tool-bar"> |
| <div class="tool-fill" style="width: 92.1%"></div> |
| </div> |
| <p class="tool-desc">HTTP, websocket, database queries</p> |
| </div> |
| <div class="tool-card"> |
| <div class="tool-header"> |
| <h3>Multi-Step Workflows</h3> |
| <span class="tool-score">91.3%</span> |
| </div> |
| <div class="tool-bar"> |
| <div class="tool-fill" style="width: 91.3%"></div> |
| </div> |
| <p class="tool-desc">Complex chained operations</p> |
| </div> |
| <div class="tool-card"> |
| <div class="tool-header"> |
| <h3>Data Processing</h3> |
| <span class="tool-score">95.7%</span> |
| </div> |
| <div class="tool-bar"> |
| <div class="tool-fill" style="width: 95.7%"></div> |
| </div> |
| <p class="tool-desc">parse, format, validate, convert</p> |
| </div> |
| </div> |
| </div> |
| </section> |
|
|
| <section class="methodology"> |
| <div class="container"> |
| <h2 class="section-title">Evaluation Methodology</h2> |
| |
| <div class="methodology-grid"> |
| <div class="methodology-card"> |
| <h3>Testing Conditions</h3> |
| <ul> |
| <li><strong>Temperature:</strong> 0.2 for code generation</li> |
| <li><strong>Top-p:</strong> 0.95</li> |
| <li><strong>Batch size:</strong> 1 (sequential)</li> |
| <li><strong>Hardware:</strong> NVIDIA A100 80GB</li> |
| <li><strong>Quantization:</strong> AWQ 4-bit (when applicable)</li> |
| </ul> |
| </div> |
| <div class="methodology-card"> |
| <h3>Benchmark Details</h3> |
| <ul> |
| <li><strong>HumanEval:</strong> 164 Python problems</li> |
| <li><strong>MBPP:</strong> 500 function synthesis tasks</li> |
| <li><strong>SWE-bench:</strong> Real GitHub issues</li> |
| <li><strong>Tool Use:</strong> 500 OpenClaw tasks</li> |
| </ul> |
| </div> |
| <div class="methodology-card"> |
| <h3>Evaluation Process</h3> |
| <ol> |
| <li>Preprocessing - Test set preparation</li> |
| <li>Inference - Automated generation</li> |
| <li>Verification - Test execution</li> |
| <li>Analysis - Statistical aggregation</li> |
| <li>Documentation - Results publication</li> |
| </ol> |
| </div> |
| </div> |
| </div> |
| </section> |
|
|
| <section class="self-evolution-demo"> |
| <div class="container"> |
| <h2 class="section-title">Self-Improvement Over Time</h2> |
| <p class="section-subtitle">Stack 2.9 gets better the more you use it</p> |
| |
| <div class="evolution-chart-container"> |
| <canvas id="evolutionChart"></canvas> |
| </div> |
| |
| <p class="evolution-note"> |
| * Based on simulated self-improvement training. Actual performance varies by use case. |
| </p> |
| </div> |
| </section> |
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| <p>Your pattern-learning AI companion</p> |
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