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KyeongminandClaude Opus 4.8 b836e79ee1 wip: phase_z2 evidence 파이프라인 + matching 실험(phase2~26) + 프론트 trace 패널 진행분 스냅샷 
- src: phase_z2 composition/mapper/pipeline/placement_planner/retry, ai_fallback(prompts/schema/validate), mdx_text_atoms 신규
- Front: PipelineTracePanel 신규, FramePanel/SlideCanvas/Home/designAgentApi 등 갱신 + 테스트 4종 추가
- templates/phase_z2: catalog(component_expansion_registry, node_slot_mapping 신규), frames, families, slide_base 갱신
- tests/matching: phase2~26 매칭 실험 스크립트·리포트·온톨로지 전체 (미커밋 진행분)
- tests: b4_v4 evidence, task5~28.5 시리즈, regression(imp95 baseline) 등 신규 테스트 대량 추가
- docs/reference: MDX 구조 인벤토리, MDX→Frame 구조 계약 문서
- scripts: mdx 계약/parity/coverage/viewport 체크, gitea comment, run sync 유틸
- .gitignore: tmp*.json, chromedriver, .orchestrator, *.pkl, Front_test* 등 임시/스냅샷 제외

미완성 작업의 보존용 스냅샷 커밋 (2026-07-02)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-02 17:03:42 +09:00

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<!DOCTYPE html>
<html lang="ko">
<head>
<meta charset="UTF-8">
<title>Phase 11 — Asymmetric + Ensemble</title>
<style>
body {
font-family: -apple-system, 'Segoe UI', 'Malgun Gothic', sans-serif;
max-width: 1800px;
margin: 0 auto;
padding: 24px;
line-height: 1.6;
color: #1e293b;
background: #f8fafc;
}
h1 { color: #1e293b; border-bottom: 3px solid #2563eb; padding-bottom: 12px; }
h2 {
color: #1a365d;
background: #e0e7ff;
padding: 10px 16px;
border-radius: 6px;
margin-top: 32px;
}
hr { border: none; border-top: 1px solid #cbd5e1; margin: 24px 0; }
table {
border-collapse: collapse;
width: 100%;
margin: 12px 0 24px;
background: #fff;
box-shadow: 0 2px 6px rgba(0,0,0,0.05);
}
th, td {
border: 1px solid #e2e8f0;
padding: 10px;
text-align: left;
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th {
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color: #fff;
font-weight: 700;
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td:first-child {
background: #f1f5f9;
font-weight: 600;
text-align: center;
width: 120px;
}
td img {
max-width: 260px;
height: auto;
display: block;
margin: 0 auto 6px;
border: 1px solid #cbd5e1;
border-radius: 4px;
}
td br + strong { color: #2563eb; }
</style>
</head>
<body>
<h1>Phase 11 — Asymmetric &amp; Ensemble 실험</h1>
<p><strong>신규 A 안</strong>: MDX 제목만 × Figma 전체(전처리됨) — 비대칭 매칭
<strong>신규 B 안</strong>: BM25(MDX전체×Figma전체) + Cross(MDX제목×Figma제목) 점수 합산</p>
<h3>전략 × 4유닛 — 1순위 정답률</h3>
<table>
<thead>
<tr>
<th>전략</th>
<th>MDX1 팝업(18)</th>
<th>MDX2 2.2(14)</th>
<th>MDX03-1(13)</th>
<th>MDX03-2(29)</th>
<th>합계</th>
</tr>
</thead>
<tbody>
<tr>
<td>BM25: MDX제목 × Figma전체</td>
<td>✗(20)</td>
<td>✗(16)</td>
<td>✗(20)</td>
<td>✗(20)</td>
<td><strong>0/4</strong></td>
</tr>
<tr>
<td>Cross: MDX제목 × Figma전체</td>
<td>✓</td>
<td>✗(16)</td>
<td>✗(15)</td>
<td>✗(20)</td>
<td><strong>1/4</strong></td>
</tr>
<tr>
<td>SBERT-청크: MDX제목 × Figma전체</td>
<td>✗(13)</td>
<td>✗(20)</td>
<td>✗(10)</td>
<td>✗(20)</td>
<td><strong>0/4</strong></td>
</tr>
<tr>
<td>E5-청크: MDX제목 × Figma전체</td>
<td>✗(16)</td>
<td>✗(20)</td>
<td>✗(20)</td>
<td>✗(20)</td>
<td><strong>0/4</strong></td>
</tr>
<tr>
<td>BM25→Cross: MDX제목 × Figma전체</td>
<td>✓</td>
<td>✗(16)</td>
<td>✗(15)</td>
<td>✗(20)</td>
<td><strong>1/4</strong></td>
</tr>
<tr>
<td>Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>✓</td>
<td>✗(29)</td>
<td>✓</td>
<td>✓</td>
<td><strong>3/4</strong></td>
</tr>
<tr>
<td>Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>✓</td>
<td>✗(29)</td>
<td>✓</td>
<td>✓</td>
<td><strong>3/4</strong></td>
</tr>
<tr>
<td>Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>✓</td>
<td>✓</td>
<td>✓</td>
<td>✓</td>
<td><strong>4/4</strong></td>
</tr>
<tr>
<td>[기준] BM25: MDX전체 × Figma전체 (Phase 9)</td>
<td>✓</td>
<td>✓</td>
<td>✗(15)</td>
<td>✓</td>
<td><strong>3/4</strong></td>
</tr>
<tr>
<td>[기준] Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>✓</td>
<td>✓</td>
<td>✗(20)</td>
<td>✗(26)</td>
<td><strong>2/4</strong></td>
</tr>
<tr>
<td>[기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>✓</td>
<td>✓</td>
<td>✗(20)</td>
<td>✓</td>
<td><strong>3/4</strong></td>
</tr>
</tbody>
</table>
<hr />
<h2>유닛별 전략 Top-3 상세</h2>
<h3>1. (MDX 1) 팝업 — DX와 BIM의 구분 — 정답 Frame <strong>18</strong></h3>
<table>
<thead>
<tr>
<th>전략</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>BM25: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
</tr>
<tr>
<td>Cross: MDX제목 × Figma전체</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
</tr>
<tr>
<td>SBERT-청크: MDX제목 × Figma전체</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>E5-청크: MDX제목 × Figma전체</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
</tr>
<tr>
<td>BM25→Cross: MDX제목 × Figma전체</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
</tr>
<tr>
<td>Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
<tr>
<td>Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
<tr>
<td>Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
<tr>
<td>[기준] BM25: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
<tr>
<td>[기준] Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
<tr>
<td>[기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
</tbody>
</table>
<h3>2. (MDX 2) 2.2 DX 시행 주체별 기대효과 — 정답 Frame <strong>14</strong></h3>
<table>
<thead>
<tr>
<th>전략</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>BM25: MDX제목 × Figma전체</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
</tr>
<tr>
<td>Cross: MDX제목 × Figma전체</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>SBERT-청크: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong><br></td>
</tr>
<tr>
<td>E5-청크: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
</tr>
<tr>
<td>BM25→Cross: MDX제목 × Figma전체</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td>⭐ <img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td>⭐ <img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>[기준] BM25: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>[기준] Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
<td><img alt="23" src="../../data/figma_previews/23.png" /><br><strong>23</strong><br>Application S/W…</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong><br>산업별 현황</td>
</tr>
<tr>
<td>[기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong><br>효율적인 정보의 관리와 활용</td>
</tr>
</tbody>
</table>
<h3>3. (MDX 03) 1. DX 시행을 위한 필수요건 — 정답 Frame <strong>13</strong></h3>
<table>
<thead>
<tr>
<th>전략</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>BM25: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Cross: MDX제목 × Figma전체</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
</tr>
<tr>
<td>SBERT-청크: MDX제목 × Figma전체</td>
<td><img alt="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>E5-청크: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
</tr>
<tr>
<td>BM25→Cross: MDX제목 × Figma전체</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
</tr>
<tr>
<td>Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</td>
</tr>
<tr>
<td>Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>[기준] BM25: MDX전체 × Figma전체 (Phase 9)</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>[기준] Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
</tr>
<tr>
<td>[기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
</tr>
</tbody>
</table>
<h3>4. (MDX 03) 2. Process 혁신과 Product 변화 — 정답 Frame <strong>29</strong></h3>
<table>
<thead>
<tr>
<th>전략</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>BM25: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Cross: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
</tr>
<tr>
<td>SBERT-청크: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>E5-청크: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>BM25→Cross: MDX제목 × Figma전체</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong><br></td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
</tr>
<tr>
<td>Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목)</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>[기준] BM25: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>[기준] Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td><img alt="26" src="../../data/figma_previews/26.png" /><br><strong>26</strong><br></td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>[기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9)</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
</tbody>
</table>
</body>
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