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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 2 — 7개 방법 (키워드+구조+의미)</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 2 — 7개 방법 매트릭스</h1>
<p>3 카테고리 비교: <strong>키워드 매칭 (3) + 구조 매칭 (1) + 의미 매칭 (3)</strong></p>
<p>의미 매칭 3가지 — 같은 모델(ko-sroberta, 420MB) × 다른 전략:
- <strong>SBERT-원본</strong>: 전체 텍스트를 한 벡터로 (그대로)
- <strong>SBERT-축약</strong>: 제목+볼드 라벨만 뽑아서 짧게 축약 후 임베딩
- <strong>SBERT-청크</strong>: 블릿/섹션 단위로 쪼개 각 chunk별 최대 유사도 평균</p>
<hr />
<h2>1. MDX01-intro (중목차 앞 본문)</h2>
<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> (26%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (17%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (15%)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (4%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (4%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (4%)<br></td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (15.0)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (14.6)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (14.2)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (66%)<br>현황 및 문제점</td>
<td><img alt="21" src="../../data/figma_previews/21.png" /><br><strong>21</strong> (66%)<br>Solution Engn. …</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /><br><strong>04</strong> (62%)<br>국내</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (72%)<br>BIM과 DX의 이해</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (70%)<br>현황 및 문제점</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (68%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="28" src="../../data/figma_previews/28.png" /><br><strong>28</strong> (51%)<br>현존 상용 S/W의 현실</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (50%)<br>BIM과 DX의 이해</td>
<td><img alt="19" src="../../data/figma_previews/19.png" /><br><strong>19</strong> (50%)<br><strong>설계방식의 왜곡</strong>은 엔…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (64%)<br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (63%)<br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (61%)<br>현황 및 문제점</td>
</tr>
</tbody>
</table>
<hr />
<h2>2. MDX01-intro-details (팝업)</h2>
<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="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (24%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (12%)<br>BIM과 DX의 이해</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (11%)<br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (5%)<br></td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (3%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (2%)<br></td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (13.1)<br></td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (12.1)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (7.9)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /><br><strong>04</strong> (60%)<br>국내</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (60%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (60%)<br></td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (77%)<br>BIM과 DX의 이해</td>
<td><img alt="31" src="../../data/figma_previews/31.png" /><br><strong>31</strong> (76%)<br>산업별 특성 과 발전방향</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (76%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (38%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (38%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="19" src="../../data/figma_previews/19.png" /><br><strong>19</strong> (37%)<br><strong>설계방식의 왜곡</strong>은 엔…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (67%)<br>산업별 현황</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (66%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (63%)<br></td>
</tr>
</tbody>
</table>
<hr />
<h2>3. MDX01-1 (중목차)</h2>
<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="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (18%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (17%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (13%)<br>산업별 현황</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (6%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (6%)<br>좌측 Engn. Soluti…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (5%)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (26.6)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (25.0)<br>정책목표</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (24.7)<br>좌측 Engn. Soluti…</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong> (57%)<br>Engineering S/W…</td>
<td><img alt="23" src="../../data/figma_previews/23.png" /><br><strong>23</strong> (52%)<br>Application S/W…</td>
<td><img alt="24" src="../../data/figma_previews/24.png" /><br><strong>24</strong> (52%)<br>Engn. S/W의 구성 과…</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (85%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (82%)<br>BIM과 DX의 이해</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (81%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (56%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (53%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="19" src="../../data/figma_previews/19.png" /><br><strong>19</strong> (51%)<br><strong>설계방식의 왜곡</strong>은 엔…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="31" src="../../data/figma_previews/31.png" /><br><strong>31</strong> (65%)<br>산업별 특성 과 발전방향</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (65%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (64%)<br>산업별 현황</td>
</tr>
</tbody>
</table>
<hr />
<h2>4. MDX01-2 (중목차)</h2>
<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> (22%)<br>BIM과 DX의 이해</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (18%)<br></td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (16%)<br></td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (6%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (6%)<br>BIM과 DX의 이해</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (5%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (25.4)<br>BIM과 DX의 이해</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (24.1)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (19.7)<br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /><br><strong>04</strong> (65%)<br>국내</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (65%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (65%)<br></td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (85%)<br>BIM과 DX의 이해</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (82%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (78%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (43%)<br></td>
<td><img alt="11" src="../../data/figma_previews/11.png" /><br><strong>11</strong> (42%)<br>시공단계 BIM 모델과 정보…</td>
<td><img alt="10" src="../../data/figma_previews/10.png" /><br><strong>10</strong> (41%)<br>현장 실효성 증대 위한 **…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (73%)<br>BIM과 DX의 이해</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (70%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="31" src="../../data/figma_previews/31.png" /><br><strong>31</strong> (67%)<br>산업별 특성 과 발전방향</td>
</tr>
</tbody>
</table>
<hr />
<h2>5. MDX01-2-image (이미지)</h2>
<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="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (0%)<br></td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong> (0%)<br>Engineering S/W…</td>
<td><img alt="03" src="../../data/figma_previews/03.png" /><br><strong>03</strong> (0%)<br>국외</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (1%)<br>좌측 Engn. Soluti…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (1%)<br>BIM과 DX의 이해</td>
<td><img alt="11" src="../../data/figma_previews/11.png" /><br><strong>11</strong> (1%)<br>시공단계 BIM 모델과 정보…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (3.7)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (3.4)<br>BIM과 DX의 이해</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (2.9)<br>정책목표</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (65%)<br></td>
<td><img alt="05" src="../../data/figma_previews/05.png" /><br><strong>05</strong> (60%)<br>보상현황·민원 관리</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (55%)<br></td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (64%)<br>BIM과 DX의 이해</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (63%)<br></td>
<td><img alt="22" src="../../data/figma_previews/22.png" /><br><strong>22</strong> (59%)<br>Model에 특화된 Engn…</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (57%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="19" src="../../data/figma_previews/19.png" /><br><strong>19</strong> (56%)<br><strong>설계방식의 왜곡</strong>은 엔…</td>
<td><img alt="24" src="../../data/figma_previews/24.png" /><br><strong>24</strong> (55%)<br>Engn. S/W의 구성 과…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (68%)<br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (62%)<br></td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong> (62%)<br>필수조건</td>
</tr>
</tbody>
</table>
<hr />
<h2>6. MDX01-2-details (팝업+표)</h2>
<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> (91%)<br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (14%)<br></td>
<td><img alt="24" src="../../data/figma_previews/24.png" /><br><strong>24</strong> (12%)<br>Engn. S/W의 구성 과…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (47%)<br>BIM과 DX의 이해</td>
<td><img alt="22" src="../../data/figma_previews/22.png" /><br><strong>22</strong> (6%)<br>Model에 특화된 Engn…</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (5%)<br>산업별 현황</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (128.9)<br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (44.0)<br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (33.3)<br>현황 및 문제점</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (80%)<br>현황 및 문제점</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (65%)<br></td>
<td><img alt="05" src="../../data/figma_previews/05.png" /><br><strong>05</strong> (60%)<br>보상현황·민원 관리</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (89%)<br>BIM과 DX의 이해</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (84%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (80%)<br>산업별 현황</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (76%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="19" src="../../data/figma_previews/19.png" /><br><strong>19</strong> (64%)<br><strong>설계방식의 왜곡</strong>은 엔…</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (62%)<br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (83%)<br>BIM과 DX의 이해</td>
<td><img alt="09" src="../../data/figma_previews/09.png" /><br><strong>09</strong> (76%)<br>시공 전 모델 기반 시공상세…</td>
<td><img alt="25" src="../../data/figma_previews/25.png" /><br><strong>25</strong> (76%)<br>3rd Party</td>
</tr>
</tbody>
</table>
<hr />
<h2>7. MDX02-1 (중목차)</h2>
<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="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (50%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (35%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (21%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (18%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (7%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (7%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (51.1)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (32.2)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (26.8)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong> (61%)<br>Engineering S/W…</td>
<td><img alt="23" src="../../data/figma_previews/23.png" /><br><strong>23</strong> (56%)<br>Application S/W…</td>
<td><img alt="24" src="../../data/figma_previews/24.png" /><br><strong>24</strong> (56%)<br>Engn. S/W의 구성 과…</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (78%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (76%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (75%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (59%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (57%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (50%)<br>정책목표</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (76%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (65%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (64%)<br></td>
</tr>
</tbody>
</table>
<hr />
<h2>8. MDX02-1-image (이미지)</h2>
<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="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (18%)<br>좌측 Engn. Soluti…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (15%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (6%)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="11" src="../../data/figma_previews/11.png" /><br><strong>11</strong> (1%)<br>시공단계 BIM 모델과 정보…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (1%)<br>BIM과 DX의 이해</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (1%)<br>좌측 Engn. Soluti…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (2.6)<br>정책목표</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (2.0)<br>좌측 Engn. Soluti…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (1.9)<br></td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (65%)<br></td>
<td><img alt="05" src="../../data/figma_previews/05.png" /><br><strong>05</strong> (60%)<br>보상현황·민원 관리</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (55%)<br></td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (53%)<br>BIM과 DX의 이해</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (50%)<br></td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (50%)<br>좌측 Engn. Soluti…</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (53%)<br>정책목표</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (49%)<br>BIM과 DX의 이해</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (49%)<br>좌측 Engn. Soluti…</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (62%)<br>BIM과 DX의 이해</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (56%)<br>정책목표</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (56%)<br>좌측 Engn. Soluti…</td>
</tr>
</tbody>
</table>
<hr />
<h2>9. MDX02-2 (중목차(컨테이너))</h2>
<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="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (52%)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (32%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (22%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (17%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (7%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (7%)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (125.3)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (81.3)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (78.9)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (91%)<br>현황 및 문제점</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (75%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="06" src="../../data/figma_previews/06.png" /><br><strong>06</strong> (66%)<br>시공단계 토지 및 지장물에 …</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (85%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (83%)<br>BIM과 DX의 이해</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (83%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (72%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (62%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (59%)<br>정책목표</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (62%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (60%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (60%)<br>BIM과 DX의 이해</td>
</tr>
</tbody>
</table>
<hr />
<h2>10. MDX02-2.1 (소목차)</h2>
<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> (16%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (12%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (9%)<br></td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (2%)<br></td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (2%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="11" src="../../data/figma_previews/11.png" /><br><strong>11</strong> (2%)<br>시공단계 BIM 모델과 정보…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (17.4)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (17.4)<br></td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (14.5)<br>현황 및 문제점</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (66%)<br>현황 및 문제점</td>
<td><img alt="21" src="../../data/figma_previews/21.png" /><br><strong>21</strong> (66%)<br>Solution Engn. …</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /><br><strong>04</strong> (62%)<br>국내</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (75%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (75%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (74%)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (64%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (58%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (54%)<br>산업별 현황</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (64%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (62%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (62%)<br>BIM과 DX의 이해</td>
</tr>
</tbody>
</table>
<hr />
<h2>11. MDX02-2.2 (소목차)</h2>
<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="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (60%)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (37%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (19%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (19%)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (7%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (6%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (116.2)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (71.9)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (60.8)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (85%)<br>현황 및 문제점</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (70%)<br></td>
<td><img alt="05" src="../../data/figma_previews/05.png" /><br><strong>05</strong> (65%)<br>보상현황·민원 관리</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (89%)<br></td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (85%)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (82%)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (64%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (59%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (57%)<br>정책목표</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (62%)<br>BIM과 DX의 이해</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (61%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (61%)<br>좌측 배너 과정 (Proce…</td>
</tr>
</tbody>
</table>
<hr />
<h2>12. MDX02-2.2-table (표)</h2>
<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="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (61%)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (37%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (19%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (20%)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (7%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (6%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (114.8)<br></td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (67.8)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (59.3)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (80%)<br>현황 및 문제점</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (65%)<br></td>
<td><img alt="05" src="../../data/figma_previews/05.png" /><br><strong>05</strong> (60%)<br>보상현황·민원 관리</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (89%)<br></td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (85%)<br></td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (82%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (64%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (59%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (57%)<br>정책목표</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (84%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (74%)<br>BIM과 DX의 이해</td>
<td><img alt="09" src="../../data/figma_previews/09.png" /><br><strong>09</strong> (73%)<br>시공 전 모델 기반 시공상세…</td>
</tr>
</tbody>
</table>
<hr />
<h2>13. MDX03-1 (중목차)</h2>
<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="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (56%)<br>정책목표</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong> (30%)<br>필수조건</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (16%)<br>디지털 전환(DX)은 S/W…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (21%)<br>정책목표</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong> (9%)<br>필수조건</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (5%)<br>좌측 배너 과정 (Proce…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (87.2)<br>정책목표</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong> (43.2)<br>필수조건</td>
<td><img alt="16" src="../../data/figma_previews/16.png" /><br><strong>16</strong> (29.0)<br></td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong> (17%)<br>Engineering S/W…</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /><br><strong>04</strong> (16%)<br>국내</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (16%)<br>효율적인 정보의 관리와 활용</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (81%)<br></td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (79%)<br>정책목표</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (76%)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (61%)<br>정책목표</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (60%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (49%)<br>효율적인 정보의 관리와 활용</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (76%)<br>정책목표</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /><br><strong>13</strong> (72%)<br>필수조건</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (60%)<br>디지털 전환(DX)은 S/W…</td>
</tr>
</tbody>
</table>
<hr />
<h2>14. MDX03-2 (중목차(컨테이너))</h2>
<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="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (66%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (19%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="09" src="../../data/figma_previews/09.png" /><br><strong>09</strong> (15%)<br>시공 전 모델 기반 시공상세…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (30%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (8%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (5%)<br>정책목표</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (101.6)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (38.5)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (33.4)<br></td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="25" src="../../data/figma_previews/25.png" /><br><strong>25</strong> (50%)<br>3rd Party</td>
<td><img alt="26" src="../../data/figma_previews/26.png" /><br><strong>26</strong> (50%)<br></td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong> (46%)<br>Engineering S/W…</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (90%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (84%)<br>BIM과 DX의 이해</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (82%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (84%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (61%)<br>정책목표</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (60%)<br>효율적인 정보의 관리와 활용</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (81%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (61%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /><br><strong>30</strong> (59%)<br>산업별 현황</td>
</tr>
</tbody>
</table>
<hr />
<h2>15. MDX03-2.1 (소목차)</h2>
<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="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (51%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (11%)<br>좌측 Engn. Soluti…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (9%)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (18%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (6%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (4%)<br>정책목표</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (52.0)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (17.1)<br>BIM과 DX의 이해</td>
<td><img alt="31" src="../../data/figma_previews/31.png" /><br><strong>31</strong> (16.8)<br>산업별 특성 과 발전방향</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (91%)<br>현황 및 문제점</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /><br><strong>20</strong> (75%)<br>디지털 전환(DX)은 S/W…</td>
<td><img alt="06" src="../../data/figma_previews/06.png" /><br><strong>06</strong> (66%)<br>시공단계 토지 및 지장물에 …</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (87%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (83%)<br>BIM과 DX의 이해</td>
<td><img alt="27" src="../../data/figma_previews/27.png" /><br><strong>27</strong> (78%)<br></td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (74%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (61%)<br>정책목표</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (60%)<br>효율적인 정보의 관리와 활용</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (85%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (68%)<br>BIM과 DX의 이해</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (68%)<br></td>
</tr>
</tbody>
</table>
<hr />
<h2>16. MDX03-2.1-table (표)</h2>
<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="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (35%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /><br><strong>04</strong> (12%)<br>국내</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (11%)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (9%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (3%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="11" src="../../data/figma_previews/11.png" /><br><strong>11</strong> (2%)<br>시공단계 BIM 모델과 정보…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (21.1)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (7.0)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (6.0)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /><br><strong>17</strong> (80%)<br>현황 및 문제점</td>
<td><img alt="01" src="../../data/figma_previews/01.png" /><br><strong>01</strong> (65%)<br></td>
<td><img alt="05" src="../../data/figma_previews/05.png" /><br><strong>05</strong> (60%)<br>보상현황·민원 관리</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (77%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="21" src="../../data/figma_previews/21.png" /><br><strong>21</strong> (73%)<br>Solution Engn. …</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (73%)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (68%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (66%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (63%)<br>정책목표</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (74%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (70%)<br>BIM과 DX의 이해</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (69%)<br>효율적인 정보의 관리와 활용</td>
</tr>
</tbody>
</table>
<hr />
<h2>17. MDX03-2.2 (소목차)</h2>
<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="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (46%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (18%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="09" src="../../data/figma_previews/09.png" /><br><strong>09</strong> (16%)<br>시공 전 모델 기반 시공상세…</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (18%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (9%)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /><br><strong>32</strong> (4%)<br>좌측 Engn. Soluti…</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (45.9)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (21.6)<br>건설산업의 목표 (BIM의 …</td>
<td><img alt="07" src="../../data/figma_previews/07.png" /><br><strong>07</strong> (16.7)<br></td>
</tr>
<tr>
<td>Structural</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /><br><strong>02</strong> (61%)<br>Engineering S/W…</td>
<td><img alt="23" src="../../data/figma_previews/23.png" /><br><strong>23</strong> (56%)<br>Application S/W…</td>
<td><img alt="24" src="../../data/figma_previews/24.png" /><br><strong>24</strong> (56%)<br>Engn. S/W의 구성 과…</td>
</tr>
<tr>
<td>SBERT-원본</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (85%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (79%)<br></td>
<td><img alt="18" src="../../data/figma_previews/18.png" /><br><strong>18</strong> (78%)<br>BIM과 DX의 이해</td>
</tr>
<tr>
<td>SBERT-축약</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (72%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /><br><strong>15</strong> (54%)<br>정책목표</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /><br><strong>12</strong> (52%)<br>건설산업의 목표 (BIM의 …</td>
</tr>
<tr>
<td>SBERT-청크</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /><br><strong>29</strong> (84%)<br>좌측 배너 과정 (Proce…</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /><br><strong>08</strong> (59%)<br>효율적인 정보의 관리와 활용</td>
<td><img alt="14" src="../../data/figma_previews/14.png" /><br><strong>14</strong> (59%)<br></td>
</tr>
</tbody>
</table>
</body>
</html>