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+ <!DOCTYPE html>
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+ <html lang="zh-CN">
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+ <head>
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+ <meta charset="UTF-8">
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+ <title>数据总量概览：预训练与后训练阶段</title>
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+ <style>
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+ :root {
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+ --primary-color: #2563eb;
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+ --secondary-color: #10b981;
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+ --text-main: #1f2937;
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+ --text-muted: #6b7280;
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+ --bg-color: #ffffff;
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+ --card-bg: #f9fafb;
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+ --border-color: #e5e7eb;
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+ }
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+
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+ body {
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+ font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif;
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+ background-color: var(--bg-color);
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+ color: var(--text-main);
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+ margin: 0;
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+ padding: 40px 60px;
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+ box-sizing: border-box;
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+ display: flex;
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+ flex-direction: column;
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+ height: 100vh;
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+ justify-content: center;
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+ }
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+
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+ h1 {
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+ text-align: center;
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+ font-size: 2.5rem;
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+ margin-bottom: 10px;
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+ color: #111827;
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+ font-weight: 800;
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+ letter-spacing: 2px;
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+ }
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+
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+ .subtitle {
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+ text-align: center;
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+ color: var(--text-muted);
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+ font-size: 1.2rem;
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+ margin-bottom: 40px;
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+ }
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+
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+ .container {
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+ display: flex;
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+ gap: 40px;
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+ width: 100%;
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+ max-width: 1400px;
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+ margin: 0 auto;
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+ flex: 1;
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+ }
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+
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+ .column {
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+ flex: 1;
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+ display: flex;
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+ flex-direction: column;
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+ gap: 20px;
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+ }
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+
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+ .column-header {
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+ font-size: 1.8rem;
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+ font-weight: bold;
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+ padding-bottom: 15px;
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+ border-bottom: 3px solid;
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+ display: flex;
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+ align-items: center;
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+ gap: 10px;
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+ }
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+
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+ .pre-train .column-header {
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+ color: var(--primary-color);
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+ border-bottom-color: var(--primary-color);
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+ }
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+
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+ .post-train .column-header {
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+ color: var(--secondary-color);
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+ border-bottom-color: var(--secondary-color);
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+ }
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+
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+ .card {
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+ background-color: var(--card-bg);
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+ border: 1px solid var(--border-color);
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+ border-radius: 12px;
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+ padding: 24px;
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+ box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03);
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+ transition: transform 0.2s ease;
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+ }
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+
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+ .card:hover {
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+ transform: translateY(-2px);
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+ box-shadow: 0 10px 15px -3px rgba(0, 0, 0, 0.05), 0 4px 6px -2px rgba(0, 0, 0, 0.025);
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+ }
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+
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+ .card-header {
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+ display: flex;
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+ justify-content: space-between;
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+ align-items: center;
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+ margin-bottom: 16px;
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+ }
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+
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+ .card-title {
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+ font-size: 1.4rem;
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+ font-weight: bold;
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+ display: flex;
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+ align-items: center;
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+ gap: 8px;
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+ }
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+
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+ .card-total {
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+ font-size: 1.2rem;
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+ font-weight: 900;
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+ background: #e0f2fe;
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+ color: #0369a1;
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+ padding: 4px 12px;
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+ border-radius: 20px;
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+ }
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+
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+ .post-train .card-total {
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+ background: #d1fae5;
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+ color: #047857;
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+ }
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+
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+ .data-list {
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+ list-style: none;
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+ padding: 0;
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+ margin: 0;
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+ }
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+
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+ .data-list li {
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+ position: relative;
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+ padding-left: 20px;
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+ margin-bottom: 12px;
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+ line-height: 1.6;
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+ color: #374151;
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+ }
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+
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+ .data-list li::before {
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+ content: "•";
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+ position: absolute;
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+ left: 0;
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+ color: #9ca3af;
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+ font-size: 1.2rem;
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+ }
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+
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+ .highlight {
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+ font-weight: 600;
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+ color: #111827;
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+ }
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+
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+ .tag {
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+ display: inline-block;
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+ background-color: #f3f4f6;
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+ border: 1px solid #d1d5db;
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+ color: #4b5563;
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+ font-size: 0.85rem;
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+ padding: 2px 8px;
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+ border-radius: 4px;
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+ margin-left: 6px;
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+ vertical-align: middle;
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+ }
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+
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+ .method-box {
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+ margin-top: 12px;
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+ padding: 12px;
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+ background-color: #f8fafc;
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+ border-left: 4px solid var(--secondary-color);
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+ border-radius: 0 8px 8px 0;
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+ font-size: 0.95rem;
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+ }
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+
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+ .arrow {
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+ color: #9ca3af;
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+ margin: 0 6px;
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+ }
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+ </style>
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+ </head>
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+ <body>
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+
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+ <h1>多模态大模型数据大盘</h1>
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+ <div class="subtitle">Data Volume Overview: Pre-training & Post-training</div>
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+
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+ <div class="container">
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+ <div class="column pre-train">
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+ <div class="column-header">
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+ <span>⚡ 预训练阶段 (Pre-training)</span>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">🖼️ T2I (Text-to-Image)</div>
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+ <div class="card-total">~ 812M+</div>
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+ </div>
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+ <ul class="data-list">
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+ <li><span class="highlight">华山落盘数据：800M</span>
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+ <div style="margin-top: 4px; font-size: 0.95rem; color: var(--text-muted);">
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+ 含 240M Qwen3vl4b 重打标 Dense 数据 <span class="tag">平均387 tokens</span>，其余为短标注
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+ </div>
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+ </li>
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+ <li><span class="highlight">Banana 蒸馏数据：2.2M</span> <span class="tag">Gemini标注</span></li>
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+ <li><span class="highlight">自收集开源数据：10M</span> <span class="tag">高质量美学图片</span></li>
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+ </ul>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">🎵 T2A (Text-to-Audio)</div>
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+ <div class="card-total">56,300 Hours+</div>
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+ </div>
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+ <ul class="data-list">
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+ <li><span class="highlight">Audio 数据：6,300 小时</span> (约 2.3M)</li>
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+ <li><span class="highlight">Speech 数据：50,000 小时</span> (约 33M)</li>
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+ <li><span class="highlight">自收集开源数据</span> (补充来源)</li>
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+ </ul>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">🎬 T2V (Text-to-Video)</div>
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+ <div class="card-total">~ 100M+</div>
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+ </div>
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+ <div style="margin-bottom: 10px;"><span class="tag">>480p</span> <span class="tag">时长 3~10s</span></div>
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+ <ul class="data-list">
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+ <li><span class="highlight">华山数据：100M</span>
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+ <div style="margin-top: 4px; font-size: 0.95rem; color: var(--text-muted);">
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+ 含 22M 数据经 Gemini 重打标注
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+ </div>
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+ </li>
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+ <li><span class="highlight">Seedance 蒸馏：350K</span></li>
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+ </ul>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">🎞️ T2AV (Text-to-Audio-Video)</div>
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+ <div class="card-total">2M</div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="column post-train">
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+ <div class="column-header">
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+ <span>🎯 后训练阶段 (Post-training)</span>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">✨ I2I (Image-to-Image)</div>
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+ <div class="card-total">5M</div>
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+ </div>
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+ <ul class="data-list">
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+ <li><span class="highlight">Nano Banana 蒸馏数据：5M</span> <span class="tag">1K 分辨率</span></li>
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+ </ul>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">📽️ I2V (Image-to-Video)</div>
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+ <div class="card-total">5M</div>
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+ </div>
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+ <ul class="data-list">
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+ <li><span class="highlight">精选图生视频数据：5M</span></li>
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+ </ul>
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+ </div>
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+
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+ <div class="card">
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+ <div class="card-header">
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+ <div class="card-title">🎮 交互数据 (Interactive)</div>
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+ <div class="card-total">1M</div>
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+ </div>
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+ <ul class="data-list">
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+ <li><span class="highlight">游戏交互控制数据：1M</span></li>
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+ </ul>
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+ <div class="method-box">
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+ <strong>🔧 构造链路：</strong><br>
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+ YouTube游戏视频 <span class="arrow">➔</span> VGGt估计姿态 <span class="arrow">➔</span> 提取控制信号
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ </body>
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+ </html>