Kyeongmin/C.E.L_Slide_test2
1
0
Fork 0
Code Issues 6 Pull Requests Actions Packages Projects Releases Wiki Activity
Files
9b79bf75383def10add59030592252f7fc223998
C.E.L_Slide_test2/tests/matching/MATRIX_17.html
T
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

1524 lines
34 KiB
HTML
Raw Blame History

<!DOCTYPE html>
<html lang="ko">
<head>
<meta charset="UTF-8">
<title>MATRIX 17 (기존)</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>MDX 17개 단위 × 8개 방법 매칭 매트릭스</h1>
<ul>
<li>각 셀: <code>프레임번호 (점수)</code></li>
<li>프레임 번호는 <code>data/figma_previews/index.json</code> 기준 01~32</li>
<li>점수 스케일: %(코사인/Jaccard), 숫자(BM25 raw)</li>
</ul>
<h2>Top-1 매트릭스</h2>
<table>
<thead>
<tr>
<th>#</th>
<th>단위</th>
<th>종류</th>
<th>TF-IDF</th>
<th>BM25</th>
<th>Char-ngram</th>
<th>Kiwi+BM25</th>
<th>Structural</th>
<th>AI-Meta</th>
<th>Weighted</th>
<th>HardFilter</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>MDX01-intro</td>
<td>중목차 앞 본문</td>
<td><strong>20</strong> (26%)</td>
<td><strong>20</strong> (11.5)</td>
<td><strong>29</strong> (4%)</td>
<td><strong>20</strong> (15.0)</td>
<td><strong>17</strong> (66%)</td>
<td><strong>20</strong> (20%)</td>
<td><strong>20</strong> (94%)</td>
<td><strong>20</strong> (11.5)</td>
</tr>
<tr>
<td>2</td>
<td>MDX01-intro-details</td>
<td>팝업</td>
<td><strong>27</strong> (24%)</td>
<td><strong>27</strong> (6.4)</td>
<td><strong>27</strong> (5%)</td>
<td><strong>27</strong> (13.1)</td>
<td><strong>04</strong> (60%)</td>
<td><strong>16</strong> (19%)</td>
<td><strong>27</strong> (100%)</td>
<td><strong>27</strong> (6.4)</td>
</tr>
<tr>
<td>3</td>
<td>MDX01-1</td>
<td>중목차</td>
<td><strong>27</strong> (18%)</td>
<td><strong>29</strong> (18.7)</td>
<td><strong>29</strong> (6%)</td>
<td><strong>29</strong> (26.6)</td>
<td><strong>02</strong> (57%)</td>
<td><strong>27</strong> (21%)</td>
<td><strong>29</strong> (100%)</td>
<td><strong>29</strong> (18.7)</td>
</tr>
<tr>
<td>4</td>
<td>MDX01-2</td>
<td>중목차</td>
<td><strong>18</strong> (22%)</td>
<td><strong>18</strong> (13.5)</td>
<td><strong>27</strong> (6%)</td>
<td><strong>18</strong> (25.4)</td>
<td><strong>04</strong> (65%)</td>
<td><strong>18</strong> (100%)</td>
<td><strong>18</strong> (98%)</td>
<td><strong>18</strong> (13.5)</td>
</tr>
<tr>
<td>5</td>
<td>MDX01-2-image</td>
<td>이미지</td>
<td><strong>01</strong> (0%)</td>
<td><strong>01</strong> (0.0)</td>
<td><strong>32</strong> (1%)</td>
<td><strong>20</strong> (3.7)</td>
<td><strong>01</strong> (65%)</td>
<td><strong>20</strong> (22%)</td>
<td><strong>32</strong> (50%)</td>
<td><strong>15</strong> (0.0)</td>
</tr>
<tr>
<td>6</td>
<td>MDX01-2-details</td>
<td>팝업+표</td>
<td><strong>18</strong> (91%)</td>
<td><strong>18</strong> (135.1)</td>
<td><strong>18</strong> (47%)</td>
<td><strong>18</strong> (128.9)</td>
<td><strong>17</strong> (80%)</td>
<td><strong>18</strong> (100%)</td>
<td><strong>18</strong> (100%)</td>
<td><strong>18</strong> (133.8)</td>
</tr>
<tr>
<td>7</td>
<td>MDX02-1</td>
<td>중목차</td>
<td><strong>12</strong> (50%)</td>
<td><strong>12</strong> (36.0)</td>
<td><strong>12</strong> (18%)</td>
<td><strong>12</strong> (51.1)</td>
<td><strong>02</strong> (61%)</td>
<td><strong>12</strong> (37%)</td>
<td><strong>12</strong> (100%)</td>
<td><strong>12</strong> (35.7)</td>
</tr>
<tr>
<td>8</td>
<td>MDX02-1-image</td>
<td>이미지</td>
<td><strong>32</strong> (18%)</td>
<td><strong>32</strong> (1.5)</td>
<td><strong>11</strong> (1%)</td>
<td><strong>15</strong> (2.6)</td>
<td><strong>01</strong> (65%)</td>
<td><strong>12</strong> (72%)</td>
<td><strong>32</strong> (94%)</td>
<td><strong>32</strong> (1.4)</td>
</tr>
<tr>
<td>9</td>
<td>MDX02-2</td>
<td>중목차(컨테이너)</td>
<td><strong>14</strong> (52%)</td>
<td><strong>14</strong> (95.5)</td>
<td><strong>14</strong> (17%)</td>
<td><strong>14</strong> (125.3)</td>
<td><strong>17</strong> (91%)</td>
<td><strong>14</strong> (42%)</td>
<td><strong>14</strong> (100%)</td>
<td><strong>14</strong> (95.5)</td>
</tr>
<tr>
<td>10</td>
<td>MDX02-2.1</td>
<td>소목차</td>
<td><strong>20</strong> (16%)</td>
<td><strong>29</strong> (9.9)</td>
<td><strong>14</strong> (2%)</td>
<td><strong>29</strong> (17.4)</td>
<td><strong>17</strong> (66%)</td>
<td><strong>21</strong> (18%)</td>
<td><strong>29</strong> (95%)</td>
<td><strong>29</strong> (9.9)</td>
</tr>
<tr>
<td>11</td>
<td>MDX02-2.2</td>
<td>소목차</td>
<td><strong>14</strong> (60%)</td>
<td><strong>14</strong> (90.3)</td>
<td><strong>14</strong> (19%)</td>
<td><strong>14</strong> (116.2)</td>
<td><strong>17</strong> (85%)</td>
<td><strong>14</strong> (45%)</td>
<td><strong>14</strong> (100%)</td>
<td><strong>14</strong> (88.5)</td>
</tr>
<tr>
<td>12</td>
<td>MDX02-2.2-table</td>
<td>표</td>
<td><strong>14</strong> (61%)</td>
<td><strong>14</strong> (90.3)</td>
<td><strong>14</strong> (20%)</td>
<td><strong>14</strong> (114.8)</td>
<td><strong>17</strong> (80%)</td>
<td><strong>24</strong> (30%)</td>
<td><strong>14</strong> (100%)</td>
<td><strong>14</strong> (88.5)</td>
</tr>
<tr>
<td>13</td>
<td>MDX03-1</td>
<td>중목차</td>
<td><strong>15</strong> (56%)</td>
<td><strong>15</strong> (62.9)</td>
<td><strong>15</strong> (21%)</td>
<td><strong>15</strong> (87.2)</td>
<td><strong>02</strong> (17%)</td>
<td><strong>13</strong> (73%)</td>
<td><strong>15</strong> (100%)</td>
<td><strong>07</strong> (7.8)</td>
</tr>
<tr>
<td>14</td>
<td>MDX03-2</td>
<td>중목차(컨테이너)</td>
<td><strong>29</strong> (66%)</td>
<td><strong>29</strong> (89.6)</td>
<td><strong>29</strong> (30%)</td>
<td><strong>29</strong> (101.6)</td>
<td><strong>25</strong> (50%)</td>
<td><strong>29</strong> (69%)</td>
<td><strong>29</strong> (100%)</td>
<td><strong>30</strong> (14.9)</td>
</tr>
<tr>
<td>15</td>
<td>MDX03-2.1</td>
<td>소목차</td>
<td><strong>29</strong> (51%)</td>
<td><strong>29</strong> (44.1)</td>
<td><strong>29</strong> (18%)</td>
<td><strong>29</strong> (52.0)</td>
<td><strong>17</strong> (91%)</td>
<td><strong>29</strong> (65%)</td>
<td><strong>29</strong> (100%)</td>
<td><strong>29</strong> (44.1)</td>
</tr>
<tr>
<td>16</td>
<td>MDX03-2.1-table</td>
<td>표</td>
<td><strong>29</strong> (35%)</td>
<td><strong>29</strong> (19.5)</td>
<td><strong>29</strong> (9%)</td>
<td><strong>29</strong> (21.1)</td>
<td><strong>17</strong> (80%)</td>
<td><strong>29</strong> (37%)</td>
<td><strong>29</strong> (100%)</td>
<td><strong>29</strong> (19.4)</td>
</tr>
<tr>
<td>17</td>
<td>MDX03-2.2</td>
<td>소목차</td>
<td><strong>29</strong> (46%)</td>
<td><strong>29</strong> (41.8)</td>
<td><strong>29</strong> (18%)</td>
<td><strong>29</strong> (45.9)</td>
<td><strong>02</strong> (61%)</td>
<td><strong>29</strong> (53%)</td>
<td><strong>29</strong> (100%)</td>
<td><strong>29</strong> (41.9)</td>
</tr>
</tbody>
</table>
<h2>Top-3 상세</h2>
<h3>1. MDX01-intro (중목차 앞 본문) — 용어 혼용 문제 제기</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><strong>20</strong> (26%)</td>
<td><strong>27</strong> (17%)</td>
<td><strong>18</strong> (15%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>20</strong> (11.5)</td>
<td><strong>27</strong> (6.5)</td>
<td><strong>18</strong> (6.2)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>29</strong> (4%)</td>
<td><strong>20</strong> (4%)</td>
<td><strong>27</strong> (4%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>20</strong> (15.0)</td>
<td><strong>16</strong> (14.6)</td>
<td><strong>18</strong> (14.2)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (66%)</td>
<td><strong>21</strong> (66%)</td>
<td><strong>04</strong> (62%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>20</strong> (20%)</td>
<td><strong>16</strong> (17%)</td>
<td><strong>18</strong> (15%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>20</strong> (94%)</td>
<td><strong>29</strong> (73%)</td>
<td><strong>27</strong> (71%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>20</strong> (11.5)</td>
<td><strong>27</strong> (6.5)</td>
<td><strong>18</strong> (6.2)</td>
</tr>
</tbody>
</table>
<h3>2. MDX01-intro-details (팝업) — 혼용 대표 사례 (정책 2건)</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><strong>27</strong> (24%)</td>
<td><strong>18</strong> (12%)</td>
<td><strong>20</strong> (11%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>27</strong> (6.4)</td>
<td><strong>20</strong> (5.9)</td>
<td><strong>18</strong> (4.5)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>27</strong> (5%)</td>
<td><strong>20</strong> (3%)</td>
<td><strong>01</strong> (2%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>27</strong> (13.1)</td>
<td><strong>20</strong> (12.1)</td>
<td><strong>18</strong> (7.9)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>04</strong> (60%)</td>
<td><strong>08</strong> (60%)</td>
<td><strong>14</strong> (60%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>16</strong> (19%)</td>
<td><strong>20</strong> (15%)</td>
<td><strong>11</strong> (15%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>27</strong> (100%)</td>
<td><strong>20</strong> (75%)</td>
<td><strong>18</strong> (53%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>27</strong> (6.4)</td>
<td><strong>20</strong> (5.9)</td>
<td><strong>18</strong> (4.5)</td>
</tr>
</tbody>
</table>
<h3>3. MDX01-1 (중목차) — 용어 정의 (건설산업/BIM/DX)</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><strong>27</strong> (18%)</td>
<td><strong>29</strong> (17%)</td>
<td><strong>30</strong> (13%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>29</strong> (18.7)</td>
<td><strong>30</strong> (13.9)</td>
<td><strong>13</strong> (12.4)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>29</strong> (6%)</td>
<td><strong>32</strong> (6%)</td>
<td><strong>12</strong> (5%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>29</strong> (26.6)</td>
<td><strong>15</strong> (25.0)</td>
<td><strong>32</strong> (24.7)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>02</strong> (57%)</td>
<td><strong>23</strong> (52%)</td>
<td><strong>24</strong> (52%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>27</strong> (21%)</td>
<td><strong>20</strong> (19%)</td>
<td><strong>29</strong> (17%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>29</strong> (100%)</td>
<td><strong>32</strong> (74%)</td>
<td><strong>30</strong> (71%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>29</strong> (18.7)</td>
<td><strong>30</strong> (13.9)</td>
<td><strong>13</strong> (12.4)</td>
</tr>
</tbody>
</table>
<h3>4. MDX01-2 (중목차) — 용어간 상호관계</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><strong>18</strong> (22%)</td>
<td><strong>27</strong> (18%)</td>
<td><strong>01</strong> (16%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>18</strong> (13.5)</td>
<td><strong>27</strong> (8.6)</td>
<td><strong>29</strong> (7.9)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>27</strong> (6%)</td>
<td><strong>18</strong> (6%)</td>
<td><strong>29</strong> (5%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>18</strong> (25.4)</td>
<td><strong>29</strong> (24.1)</td>
<td><strong>20</strong> (19.7)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>04</strong> (65%)</td>
<td><strong>08</strong> (65%)</td>
<td><strong>14</strong> (65%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>18</strong> (100%)</td>
<td><strong>20</strong> (20%)</td>
<td><strong>04</strong> (18%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>18</strong> (98%)</td>
<td><strong>27</strong> (82%)</td>
<td><strong>29</strong> (74%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>18</strong> (13.5)</td>
<td><strong>27</strong> (8.6)</td>
<td><strong>29</strong> (7.9)</td>
</tr>
</tbody>
</table>
<h3>5. MDX01-2-image (이미지) — DX1.png</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><strong>01</strong> (0%)</td>
<td><strong>02</strong> (0%)</td>
<td><strong>03</strong> (0%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>01</strong> (0.0)</td>
<td><strong>02</strong> (0.0)</td>
<td><strong>03</strong> (0.0)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>32</strong> (1%)</td>
<td><strong>18</strong> (1%)</td>
<td><strong>11</strong> (1%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>20</strong> (3.7)</td>
<td><strong>18</strong> (3.4)</td>
<td><strong>15</strong> (2.9)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>01</strong> (65%)</td>
<td><strong>05</strong> (60%)</td>
<td><strong>07</strong> (55%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>20</strong> (22%)</td>
<td><strong>29</strong> (18%)</td>
<td><strong>18</strong> (16%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>32</strong> (50%)</td>
<td><strong>18</strong> (39%)</td>
<td><strong>11</strong> (34%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>15</strong> (0.0)</td>
<td><strong>10</strong> (0.0)</td>
<td><strong>11</strong> (0.0)</td>
</tr>
</tbody>
</table>
<h3>6. MDX01-2-details (팝업+표) — DX와 BIM의 구분 12행 표</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><strong>18</strong> (91%)</td>
<td><strong>16</strong> (14%)</td>
<td><strong>24</strong> (12%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>18</strong> (135.1)</td>
<td><strong>16</strong> (20.9)</td>
<td><strong>29</strong> (19.5)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>18</strong> (47%)</td>
<td><strong>22</strong> (6%)</td>
<td><strong>30</strong> (5%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>18</strong> (128.9)</td>
<td><strong>16</strong> (44.0)</td>
<td><strong>17</strong> (33.3)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (80%)</td>
<td><strong>01</strong> (65%)</td>
<td><strong>05</strong> (60%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>18</strong> (100%)</td>
<td><strong>20</strong> (20%)</td>
<td><strong>04</strong> (18%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>18</strong> (100%)</td>
<td><strong>22</strong> (11%)</td>
<td><strong>16</strong> (11%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>18</strong> (133.8)</td>
<td><strong>16</strong> (21.2)</td>
<td><strong>29</strong> (19.6)</td>
</tr>
</tbody>
</table>
<h3>7. MDX02-1 (중목차) — DX의 궁극적 목표</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><strong>12</strong> (50%)</td>
<td><strong>14</strong> (35%)</td>
<td><strong>29</strong> (21%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>12</strong> (36.0)</td>
<td><strong>14</strong> (22.3)</td>
<td><strong>29</strong> (19.0)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>12</strong> (18%)</td>
<td><strong>14</strong> (7%)</td>
<td><strong>29</strong> (7%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>12</strong> (51.1)</td>
<td><strong>14</strong> (32.2)</td>
<td><strong>29</strong> (26.8)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>02</strong> (61%)</td>
<td><strong>23</strong> (56%)</td>
<td><strong>24</strong> (56%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>12</strong> (37%)</td>
<td><strong>15</strong> (17%)</td>
<td><strong>08</strong> (13%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>12</strong> (100%)</td>
<td><strong>14</strong> (49%)</td>
<td><strong>29</strong> (44%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>12</strong> (35.7)</td>
<td><strong>14</strong> (22.1)</td>
<td><strong>29</strong> (18.8)</td>
</tr>
</tbody>
</table>
<h3>8. MDX02-1-image (이미지) — 궁극적목표.png</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><strong>32</strong> (18%)</td>
<td><strong>14</strong> (15%)</td>
<td><strong>18</strong> (6%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>32</strong> (1.5)</td>
<td><strong>14</strong> (1.4)</td>
<td><strong>12</strong> (0.9)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>11</strong> (1%)</td>
<td><strong>18</strong> (1%)</td>
<td><strong>32</strong> (1%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>15</strong> (2.6)</td>
<td><strong>32</strong> (2.0)</td>
<td><strong>14</strong> (1.9)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>01</strong> (65%)</td>
<td><strong>05</strong> (60%)</td>
<td><strong>07</strong> (55%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>12</strong> (72%)</td>
<td><strong>15</strong> (20%)</td>
<td><strong>27</strong> (15%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>32</strong> (94%)</td>
<td><strong>18</strong> (76%)</td>
<td><strong>12</strong> (72%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>32</strong> (1.4)</td>
<td><strong>14</strong> (1.4)</td>
<td><strong>12</strong> (0.9)</td>
</tr>
</tbody>
</table>
<h3>9. MDX02-2 (중목차(컨테이너)) — 소목차 포함 전체</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><strong>14</strong> (52%)</td>
<td><strong>12</strong> (32%)</td>
<td><strong>29</strong> (22%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>14</strong> (95.5)</td>
<td><strong>12</strong> (55.7)</td>
<td><strong>29</strong> (51.3)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>14</strong> (17%)</td>
<td><strong>29</strong> (7%)</td>
<td><strong>12</strong> (7%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>14</strong> (125.3)</td>
<td><strong>29</strong> (81.3)</td>
<td><strong>12</strong> (78.9)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (91%)</td>
<td><strong>20</strong> (75%)</td>
<td><strong>06</strong> (66%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>14</strong> (42%)</td>
<td><strong>03</strong> (13%)</td>
<td><strong>06</strong> (13%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>14</strong> (100%)</td>
<td><strong>12</strong> (47%)</td>
<td><strong>29</strong> (46%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>14</strong> (95.5)</td>
<td><strong>12</strong> (55.7)</td>
<td><strong>29</strong> (51.3)</td>
</tr>
</tbody>
</table>
<h3>10. MDX02-2.1 (소목차) — 업무 수행 과정의 변화</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><strong>20</strong> (16%)</td>
<td><strong>29</strong> (12%)</td>
<td><strong>07</strong> (9%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>29</strong> (9.9)</td>
<td><strong>20</strong> (7.9)</td>
<td><strong>32</strong> (6.5)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>14</strong> (2%)</td>
<td><strong>08</strong> (2%)</td>
<td><strong>11</strong> (2%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>29</strong> (17.4)</td>
<td><strong>07</strong> (17.4)</td>
<td><strong>17</strong> (14.5)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (66%)</td>
<td><strong>21</strong> (66%)</td>
<td><strong>04</strong> (62%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>21</strong> (18%)</td>
<td><strong>01</strong> (14%)</td>
<td><strong>26</strong> (14%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>29</strong> (95%)</td>
<td><strong>08</strong> (77%)</td>
<td><strong>14</strong> (77%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>29</strong> (9.9)</td>
<td><strong>20</strong> (7.9)</td>
<td><strong>32</strong> (6.5)</td>
</tr>
</tbody>
</table>
<h3>11. MDX02-2.2 (소목차) — 주체별 기대효과</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><strong>14</strong> (60%)</td>
<td><strong>12</strong> (37%)</td>
<td><strong>29</strong> (19%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>14</strong> (90.3)</td>
<td><strong>12</strong> (53.3)</td>
<td><strong>29</strong> (39.4)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>14</strong> (19%)</td>
<td><strong>12</strong> (7%)</td>
<td><strong>29</strong> (6%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>14</strong> (116.2)</td>
<td><strong>12</strong> (71.9)</td>
<td><strong>29</strong> (60.8)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (85%)</td>
<td><strong>01</strong> (70%)</td>
<td><strong>05</strong> (65%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>14</strong> (45%)</td>
<td><strong>03</strong> (14%)</td>
<td><strong>06</strong> (13%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>14</strong> (100%)</td>
<td><strong>12</strong> (46%)</td>
<td><strong>29</strong> (36%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>14</strong> (88.5)</td>
<td><strong>12</strong> (52.1)</td>
<td><strong>29</strong> (38.7)</td>
</tr>
</tbody>
</table>
<h3>12. MDX02-2.2-table (표) — 발주자/시공자/설계자 4×3</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><strong>14</strong> (61%)</td>
<td><strong>12</strong> (37%)</td>
<td><strong>29</strong> (19%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>14</strong> (90.3)</td>
<td><strong>12</strong> (52.6)</td>
<td><strong>29</strong> (39.4)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>14</strong> (20%)</td>
<td><strong>12</strong> (7%)</td>
<td><strong>29</strong> (6%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>14</strong> (114.8)</td>
<td><strong>12</strong> (67.8)</td>
<td><strong>29</strong> (59.3)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (80%)</td>
<td><strong>01</strong> (65%)</td>
<td><strong>05</strong> (60%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>24</strong> (30%)</td>
<td><strong>30</strong> (30%)</td>
<td><strong>31</strong> (30%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>14</strong> (100%)</td>
<td><strong>12</strong> (45%)</td>
<td><strong>29</strong> (35%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>14</strong> (88.5)</td>
<td><strong>12</strong> (51.4)</td>
<td><strong>29</strong> (38.7)</td>
</tr>
</tbody>
</table>
<h3>13. MDX03-1 (중목차) — 필수 요건 (기술/사람/자연)</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><strong>15</strong> (56%)</td>
<td><strong>13</strong> (30%)</td>
<td><strong>20</strong> (16%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>15</strong> (62.9)</td>
<td><strong>13</strong> (35.8)</td>
<td><strong>20</strong> (19.4)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>15</strong> (21%)</td>
<td><strong>13</strong> (9%)</td>
<td><strong>29</strong> (5%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>15</strong> (87.2)</td>
<td><strong>13</strong> (43.2)</td>
<td><strong>16</strong> (29.0)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>02</strong> (17%)</td>
<td><strong>04</strong> (16%)</td>
<td><strong>08</strong> (16%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>13</strong> (73%)</td>
<td><strong>27</strong> (18%)</td>
<td><strong>20</strong> (13%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>15</strong> (100%)</td>
<td><strong>13</strong> (48%)</td>
<td><strong>20</strong> (24%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>07</strong> (7.8)</td>
<td><strong>19</strong> (5.5)</td>
<td><strong>14</strong> (5.4)</td>
</tr>
</tbody>
</table>
<h3>14. MDX03-2 (중목차(컨테이너)) — 소목차 포함 전체</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><strong>29</strong> (66%)</td>
<td><strong>12</strong> (19%)</td>
<td><strong>09</strong> (15%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>29</strong> (89.6)</td>
<td><strong>12</strong> (28.4)</td>
<td><strong>30</strong> (16.3)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>29</strong> (30%)</td>
<td><strong>12</strong> (8%)</td>
<td><strong>15</strong> (5%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>29</strong> (101.6)</td>
<td><strong>12</strong> (38.5)</td>
<td><strong>07</strong> (33.4)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>25</strong> (50%)</td>
<td><strong>26</strong> (50%)</td>
<td><strong>02</strong> (46%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>29</strong> (69%)</td>
<td><strong>09</strong> (16%)</td>
<td><strong>21</strong> (16%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>29</strong> (100%)</td>
<td><strong>12</strong> (29%)</td>
<td><strong>15</strong> (16%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>30</strong> (14.9)</td>
<td><strong>18</strong> (14.6)</td>
<td><strong>17</strong> (10.9)</td>
</tr>
</tbody>
</table>
<h3>15. MDX03-2.1 (소목차) — 과정(Process)의 혁신</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><strong>29</strong> (51%)</td>
<td><strong>32</strong> (11%)</td>
<td><strong>12</strong> (9%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>29</strong> (44.1)</td>
<td><strong>12</strong> (10.4)</td>
<td><strong>30</strong> (9.3)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>29</strong> (18%)</td>
<td><strong>12</strong> (6%)</td>
<td><strong>15</strong> (4%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>29</strong> (52.0)</td>
<td><strong>18</strong> (17.1)</td>
<td><strong>31</strong> (16.8)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (91%)</td>
<td><strong>20</strong> (75%)</td>
<td><strong>06</strong> (66%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>29</strong> (65%)</td>
<td><strong>21</strong> (18%)</td>
<td><strong>27</strong> (14%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>29</strong> (100%)</td>
<td><strong>12</strong> (26%)</td>
<td><strong>15</strong> (19%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>29</strong> (44.1)</td>
<td><strong>12</strong> (10.4)</td>
<td><strong>30</strong> (9.3)</td>
</tr>
</tbody>
</table>
<h3>16. MDX03-2.1-table (표) — As-is/To-be 3행</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><strong>29</strong> (35%)</td>
<td><strong>04</strong> (12%)</td>
<td><strong>18</strong> (11%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>29</strong> (19.5)</td>
<td><strong>18</strong> (5.8)</td>
<td><strong>30</strong> (4.6)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>29</strong> (9%)</td>
<td><strong>12</strong> (3%)</td>
<td><strong>11</strong> (2%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>29</strong> (21.1)</td>
<td><strong>12</strong> (7.0)</td>
<td><strong>18</strong> (6.0)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>17</strong> (80%)</td>
<td><strong>01</strong> (65%)</td>
<td><strong>05</strong> (60%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>29</strong> (37%)</td>
<td><strong>05</strong> (13%)</td>
<td><strong>12</strong> (13%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>29</strong> (100%)</td>
<td><strong>12</strong> (28%)</td>
<td><strong>30</strong> (22%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>29</strong> (19.4)</td>
<td><strong>18</strong> (5.8)</td>
<td><strong>09</strong> (3.6)</td>
</tr>
</tbody>
</table>
<h3>17. MDX03-2.2 (소목차) — 결과(Product)의 변화</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><strong>29</strong> (46%)</td>
<td><strong>12</strong> (18%)</td>
<td><strong>09</strong> (16%)</td>
</tr>
<tr>
<td>BM25</td>
<td><strong>29</strong> (41.8)</td>
<td><strong>12</strong> (16.6)</td>
<td><strong>14</strong> (11.6)</td>
</tr>
<tr>
<td>Char-ngram</td>
<td><strong>29</strong> (18%)</td>
<td><strong>12</strong> (9%)</td>
<td><strong>32</strong> (4%)</td>
</tr>
<tr>
<td>Kiwi+BM25</td>
<td><strong>29</strong> (45.9)</td>
<td><strong>12</strong> (21.6)</td>
<td><strong>07</strong> (16.7)</td>
</tr>
<tr>
<td>Structural</td>
<td><strong>02</strong> (61%)</td>
<td><strong>23</strong> (56%)</td>
<td><strong>24</strong> (56%)</td>
</tr>
<tr>
<td>AI-Meta</td>
<td><strong>29</strong> (53%)</td>
<td><strong>09</strong> (19%)</td>
<td><strong>21</strong> (18%)</td>
</tr>
<tr>
<td>Weighted</td>
<td><strong>29</strong> (100%)</td>
<td><strong>12</strong> (43%)</td>
<td><strong>14</strong> (22%)</td>
</tr>
<tr>
<td>HardFilter</td>
<td><strong>29</strong> (41.9)</td>
<td><strong>12</strong> (16.5)</td>
<td><strong>09</strong> (11.7)</td>
</tr>
</tbody>
</table>
<h2>프레임 번호 참고</h2>
<table>
<thead>
<tr>
<th>#</th>
<th>제목</th>
<th>미리보기</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>01</strong></td>
<td><em>(제목없음)</em></td>
<td><img alt="01" src="../../data/figma_previews/01.png" /></td>
</tr>
<tr>
<td><strong>02</strong></td>
<td>Engineering S/W 개발</td>
<td><img alt="02" src="../../data/figma_previews/02.png" /></td>
</tr>
<tr>
<td><strong>03</strong></td>
<td>국외</td>
<td><img alt="03" src="../../data/figma_previews/03.png" /></td>
</tr>
<tr>
<td><strong>04</strong></td>
<td>국내</td>
<td><img alt="04" src="../../data/figma_previews/04.png" /></td>
</tr>
<tr>
<td><strong>05</strong></td>
<td>보상현황·민원 관리</td>
<td><img alt="05" src="../../data/figma_previews/05.png" /></td>
</tr>
<tr>
<td><strong>06</strong></td>
<td>시공단계 토지 및 지장물에 대한 보상 현황과 다양한 민원 관리 업무 지원</td>
<td><img alt="06" src="../../data/figma_previews/06.png" /></td>
</tr>
<tr>
<td><strong>07</strong></td>
<td><em>(제목없음)</em></td>
<td><img alt="07" src="../../data/figma_previews/07.png" /></td>
</tr>
<tr>
<td><strong>08</strong></td>
<td>효율적인 정보의 관리와 활용</td>
<td><img alt="08" src="../../data/figma_previews/08.png" /></td>
</tr>
<tr>
<td><strong>09</strong></td>
<td>시공 전 모델 기반 시공상세 정보물 이용한 시공계획 작성 지원</td>
<td><img alt="09" src="../../data/figma_previews/09.png" /></td>
</tr>
<tr>
<td><strong>10</strong></td>
<td>현장 실효성 증대 위한 <strong>기본사항</strong></td>
<td><img alt="10" src="../../data/figma_previews/10.png" /></td>
</tr>
<tr>
<td><strong>11</strong></td>
<td>시공단계 BIM 모델과 정보 활용 구분</td>
<td><img alt="11" src="../../data/figma_previews/11.png" /></td>
</tr>
<tr>
<td><strong>12</strong></td>
<td>건설산업의 목표 (BIM의 목적)</td>
<td><img alt="12" src="../../data/figma_previews/12.png" /></td>
</tr>
<tr>
<td><strong>13</strong></td>
<td>필수조건</td>
<td><img alt="13" src="../../data/figma_previews/13.png" /></td>
</tr>
<tr>
<td><strong>14</strong></td>
<td><em>(제목없음)</em></td>
<td><img alt="14" src="../../data/figma_previews/14.png" /></td>
</tr>
<tr>
<td><strong>15</strong></td>
<td>정책목표</td>
<td><img alt="15" src="../../data/figma_previews/15.png" /></td>
</tr>
<tr>
<td><strong>16</strong></td>
<td><em>(제목없음)</em></td>
<td><img alt="16" src="../../data/figma_previews/16.png" /></td>
</tr>
<tr>
<td><strong>17</strong></td>
<td>현황 및 문제점</td>
<td><img alt="17" src="../../data/figma_previews/17.png" /></td>
</tr>
<tr>
<td><strong>18</strong></td>
<td>BIM과 DX의 이해</td>
<td><img alt="18" src="../../data/figma_previews/18.png" /></td>
</tr>
<tr>
<td><strong>19</strong></td>
<td><strong>설계방식의 왜곡</strong>은 엔지니어를 <strong>기능인</strong>으로 전락시킨다.</td>
<td><img alt="19" src="../../data/figma_previews/19.png" /></td>
</tr>
<tr>
<td><strong>20</strong></td>
<td>디지털 전환(DX)은 S/W가 필수다.</td>
<td><img alt="20" src="../../data/figma_previews/20.png" /></td>
</tr>
<tr>
<td><strong>21</strong></td>
<td>Solution Engn. S/W</td>
<td><img alt="21" src="../../data/figma_previews/21.png" /></td>
</tr>
<tr>
<td><strong>22</strong></td>
<td>Model에 특화된 Engn. S/W</td>
<td><img alt="22" src="../../data/figma_previews/22.png" /></td>
</tr>
<tr>
<td><strong>23</strong></td>
<td>Application S/W 의 구분</td>
<td><img alt="23" src="../../data/figma_previews/23.png" /></td>
</tr>
<tr>
<td><strong>24</strong></td>
<td>Engn. S/W의 구성 과 특징</td>
<td><img alt="24" src="../../data/figma_previews/24.png" /></td>
</tr>
<tr>
<td><strong>25</strong></td>
<td>3rd Party</td>
<td><img alt="25" src="../../data/figma_previews/25.png" /></td>
</tr>
<tr>
<td><strong>26</strong></td>
<td><em>(제목없음)</em></td>
<td><img alt="26" src="../../data/figma_previews/26.png" /></td>
</tr>
<tr>
<td><strong>27</strong></td>
<td><em>(제목없음)</em></td>
<td><img alt="27" src="../../data/figma_previews/27.png" /></td>
</tr>
<tr>
<td><strong>28</strong></td>
<td>현존 상용 S/W의 현실</td>
<td><img alt="28" src="../../data/figma_previews/28.png" /></td>
</tr>
<tr>
<td><strong>29</strong></td>
<td>좌측 배너 과정 (Process)의 혁신 우측 배너 결과 (Products)의 혁신</td>
<td><img alt="29" src="../../data/figma_previews/29.png" /></td>
</tr>
<tr>
<td><strong>30</strong></td>
<td>산업별 현황</td>
<td><img alt="30" src="../../data/figma_previews/30.png" /></td>
</tr>
<tr>
<td><strong>31</strong></td>
<td>산업별 특성 과 발전방향</td>
<td><img alt="31" src="../../data/figma_previews/31.png" /></td>
</tr>
<tr>
<td><strong>32</strong></td>
<td>좌측 Engn. Solution 우측 DfMA</td>
<td><img alt="32" src="../../data/figma_previews/32.png" /></td>
</tr>
</tbody>
</table>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink