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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 10 — 타이틀 ONLY 매칭</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;
vertical-align: top;
}
th {
background: #1e293b;
color: #fff;
font-weight: 700;
text-align: center;
width: 120px;
}
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 10 — 타이틀 ONLY 매칭 실험</h1>
<p><strong>질문</strong>: 본문 제외, 대제목+중제목(+소제목)만 vs Figma ## 타이틀 섹션만 매칭 시?</p>
<h3>구성 확인</h3>
<table>
<thead>
<tr>
<th>유닛</th>
<th>MDX 쿼리 (타이틀 only)</th>
<th>정답 Frame 타이틀</th>
</tr>
</thead>
<tbody>
<tr>
<td>1. (MDX 1) 팝업 — DX와 BIM의 구분</td>
<td><code>건설산업 DX의 올바른 이해 / 2. 용어간 상호관계</code></td>
<td><code>BIM과 DX의 이해</code> (Frame 18)</td>
</tr>
<tr>
<td>2. (MDX 2) 2.2 DX 시행 주체별 기대효과</td>
<td><code>DX의 시행 목표 및 기대효과 / 2. DX 기반 Process 혁신에 따른 주체별 기대효과 / 2.2 DX 시행 주체별 기대효과</code></td>
<td><code>발주자 목표 시공자 목표 설계자 목표</code> (Frame 14)</td>
</tr>
<tr>
<td>3. (MDX 03) 1. DX 시행을 위한 필수요건</td>
<td><code>DX 실행 체계 구축 방안 / 1. DX 시행을 위한 필수 요건</code></td>
<td><code>필수조건</code> (Frame 13)</td>
</tr>
<tr>
<td>4. (MDX 03) 2. Process 혁신과 Product 변화</td>
<td><code>DX 실행 체계 구축 방안 / 2. Process의 혁신과 Product의 변화</code></td>
<td><code>과정 (Process)의 혁신 결과 (Products)의 혁신</code> (Frame 29)</td>
</tr>
</tbody>
</table>
<h3>타이틀 ONLY — 1순위 정답률</h3>
<table>
<thead>
<tr>
<th>방법</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>TF-IDF</td>
<td>✓</td>
<td>✗(20)</td>
<td>✗(20)</td>
<td>✗(20)</td>
<td><strong>1/4</strong></td>
</tr>
<tr>
<td>Char 3-gram</td>
<td>✗(12)</td>
<td>✗(29)</td>
<td>✓</td>
<td>✓</td>
<td><strong>2/4</strong></td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td>✓</td>
<td>✗(18)</td>
<td>✗(20)</td>
<td>✓</td>
<td><strong>2/4</strong></td>
</tr>
<tr>
<td>Distinctive-Kiwi</td>
<td>✗(07)</td>
<td>✗(20)</td>
<td>✗(20)</td>
<td>✓</td>
<td><strong>1/4</strong></td>
</tr>
<tr>
<td>청킹+SBERT</td>
<td>✓</td>
<td>✗(29)</td>
<td>✗(10)</td>
<td>✓</td>
<td><strong>2/4</strong></td>
</tr>
<tr>
<td>청킹+E5</td>
<td>✓</td>
<td>✗(29)</td>
<td>✗(10)</td>
<td>✓</td>
<td><strong>2/4</strong></td>
</tr>
<tr>
<td>Cross</td>
<td>✓</td>
<td>✗(29)</td>
<td>✓</td>
<td>✓</td>
<td><strong>3/4</strong></td>
</tr>
<tr>
<td>BM25 → Cross rerank</td>
<td>✓</td>
<td>✗(29)</td>
<td>✓</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>방법</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>TF-IDF</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong><br></td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong><br>Engineering S/W…</td>
</tr>
<tr>
<td>Char 3-gram</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>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong><br>산업별 현황</td>
</tr>
<tr>
<td>Kiwi+BM25</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>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong><br>산업별 현황</td>
</tr>
<tr>
<td>Distinctive-Kiwi</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong><br></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>
</tr>
<tr>
<td>청킹+SBERT</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong><br>Engineering S/W…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>청킹+E5</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong><br>Engineering S/W…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong><br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Cross</td>
<td>⭐ <img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="21" src="../../data/figma_previews/21.png" /><br><strong>21</strong><br>Solution Engn. …</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong><br></td>
</tr>
<tr>
<td>BM25 → Cross rerank</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>
<td><img alt="31" src="../../data/figma_previews/31.png" /><br><strong>31</strong><br>산업별 특성 과 발전방향</td>
</tr>
</tbody>
</table>
<h3>2. (MDX 2) 2.2 DX 시행 주체별 기대효과 — 정답 Frame <strong>14</strong></h3>
<table>
<thead>
<tr>
<th>방법</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>TF-IDF</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="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Char 3-gram</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="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong><br>정책목표</td>
</tr>
<tr>
<td>Kiwi+BM25</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="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Distinctive-Kiwi</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="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong><br></td>
</tr>
<tr>
<td>청킹+SBERT</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="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong><br></td>
</tr>
<tr>
<td>청킹+E5</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="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong><br></td>
</tr>
<tr>
<td>Cross</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="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>BM25 → Cross rerank</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="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
</tbody>
</table>
<h3>3. (MDX 03) 1. DX 시행을 위한 필수요건 — 정답 Frame <strong>13</strong></h3>
<table>
<thead>
<tr>
<th>방법</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>TF-IDF</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="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong><br></td>
</tr>
<tr>
<td>Char 3-gram</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
<td><img alt="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</td>
</tr>
<tr>
<td>Kiwi+BM25</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="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
</tr>
<tr>
<td>Distinctive-Kiwi</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="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong><br></td>
</tr>
<tr>
<td>청킹+SBERT</td>
<td><img alt="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</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>
</tr>
<tr>
<td>청킹+E5</td>
<td><img alt="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Cross</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</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>
</tr>
<tr>
<td>BM25 → Cross rerank</td>
<td>⭐ <img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong><br>필수조건</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>
</tr>
</tbody>
</table>
<h3>4. (MDX 03) 2. Process 혁신과 Product 변화 — 정답 Frame <strong>29</strong></h3>
<table>
<thead>
<tr>
<th>방법</th>
<th>1순위</th>
<th>2순위</th>
<th>3순위</th>
</tr>
</thead>
<tbody>
<tr>
<td>TF-IDF</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="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong><br></td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong><br></td>
</tr>
<tr>
<td>Char 3-gram</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="22" src="../../data/figma_previews/22.png" /><br><strong>22</strong><br>Model에 특화된 Engn…</td>
</tr>
<tr>
<td>Kiwi+BM25</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="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>Distinctive-Kiwi</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</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>
</tr>
<tr>
<td>청킹+SBERT</td>
<td>⭐ <img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong><br>좌측 배너 과정 (Proce…</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong><br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong><br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>청킹+E5</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="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong><br>현장 실효성 증대 위한 **…</td>
</tr>
<tr>
<td>Cross</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="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong><br>현황 및 문제점</td>
</tr>
<tr>
<td>BM25 → Cross rerank</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="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong><br>디지털 전환(DX)은 S/W…</td>
</tr>
</tbody>
</table>
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