KyeongminandClaude Opus 4.8
b836e79ee1
- 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>
1767 lines
26 KiB
HTML
1767 lines
26 KiB
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<!DOCTYPE html>
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<html lang="ko">
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<head>
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<meta charset="UTF-8">
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<title>Phase 12 — 키워드 수준 매칭 진단</title>
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</style>
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</head>
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<body>
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<h1>Phase 12 — 키워드 수준 매칭 진단</h1>
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<p><strong>IDF 베이스</strong>: 32개 Figma 프레임 전체 corpus
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<strong>키워드 추출</strong>: Kiwi 형태소 분석기, 내용어(명사/동사/형용사/영문/숫자)만, 2글자 이상</p>
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<p>각 유닛에 대해 Ensemble(α=0.7) Top-3 후보의 키워드 수준 매칭을 보여줍니다.</p>
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<hr />
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<h2>1. (MDX 1) 팝업 — DX와 BIM의 구분</h2>
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<p><strong>정답</strong>: Frame <strong>18</strong></p>
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<h3>MDX 측 키워드 (Kiwi + IDF 상위 15개)</h3>
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<table>
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<thead>
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<tr>
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<th>키워드</th>
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<th>TF</th>
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<th>IDF</th>
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<th>TF×IDF</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>구체</td>
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<td>2</td>
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<td>3.47</td>
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<td>6.93</td>
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</tr>
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<tr>
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<td>CIVIL</td>
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<td>2</td>
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<td>3.47</td>
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<td>6.93</td>
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</tr>
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<tr>
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<td>IT</td>
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<td>2</td>
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<td>3.47</td>
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<td>6.93</td>
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</tr>
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<tr>
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<td>소극</td>
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<td>2</td>
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<td>3.47</td>
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<td>6.93</td>
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</tr>
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<tr>
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<td>해외</td>
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<td>2</td>
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<td>3.47</td>
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<td>6.93</td>
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</tr>
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<tr>
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<td>운영</td>
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<td>4</td>
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<td>1.67</td>
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<td>6.70</td>
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</tr>
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<tr>
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<td>DX</td>
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<td>3</td>
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<td>2.08</td>
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<td>6.24</td>
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</tr>
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<tr>
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<td>상용</td>
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<td>3</td>
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<td>1.86</td>
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<td>5.57</td>
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</tr>
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<tr>
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<td>BIM</td>
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<td>5</td>
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<td>0.98</td>
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<td>4.90</td>
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</tr>
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<tr>
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<td>적극</td>
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<td>2</td>
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<td>2.37</td>
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<td>4.73</td>
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</tr>
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<tr>
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<td>주체</td>
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<td>2</td>
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<td>2.37</td>
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<td>4.73</td>
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</tr>
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<tr>
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<td>의존</td>
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<td>2</td>
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<td>2.37</td>
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<td>4.73</td>
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</tr>
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<tr>
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<td>중심</td>
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<td>3</td>
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<td>1.52</td>
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<td>4.56</td>
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</tr>
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<tr>
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<td>집중</td>
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<td>2</td>
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<td>2.08</td>
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<td>4.16</td>
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</tr>
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<tr>
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<td>단순</td>
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<td>2</td>
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<td>2.08</td>
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<td>4.16</td>
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</tr>
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</tbody>
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</table>
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<h3>Ensemble Top-3 후보 (α=0.7: 70% BM25본문×전체 + 30% Cross제목×제목)</h3>
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<h4>1위 Frame <strong>18</strong> ⭐ 정답</h4>
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<ul>
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<li>Figma 파일 타이틀: <code>BIM과 DX의 이해</code></li>
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<li>추출된 타이틀: <code>BIM과 DX의 이해</code></li>
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<li><strong>BM25</strong> = 120.6 | <strong>Cross</strong> = 0.594 | <strong>Ensemble(0.7)</strong> = 1.000</li>
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</ul>
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<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
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<table>
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<thead>
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<tr>
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<th>키워드</th>
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<th>MDX TF</th>
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<th>Figma TF</th>
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<th>IDF</th>
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<th>기여도</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>BIM</td>
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<td>5</td>
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<td>9</td>
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<td>0.98</td>
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<td>44.14</td>
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</tr>
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<tr>
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<td>DX</td>
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<td>3</td>
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<td>7</td>
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<td>2.08</td>
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<td>43.67</td>
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</tr>
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<tr>
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<td>운영</td>
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<td>4</td>
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<td>4</td>
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<td>1.67</td>
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<td>26.78</td>
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</tr>
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<tr>
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<td>상용</td>
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<td>3</td>
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<td>3</td>
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<td>1.86</td>
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<td>16.71</td>
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</tr>
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<tr>
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<td>모델</td>
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<td>4</td>
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<td>4</td>
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<td>0.98</td>
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<td>15.69</td>
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</tr>
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<tr>
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<td>구체</td>
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<td>2</td>
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<td>2</td>
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<td>3.47</td>
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<td>13.86</td>
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</tr>
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<tr>
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<td>CIVIL</td>
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<td>2</td>
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<td>2</td>
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<td>3.47</td>
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<td>13.86</td>
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</tr>
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<tr>
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<td>IT</td>
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<td>2</td>
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<td>2</td>
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<td>3.47</td>
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<td>13.86</td>
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</tr>
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<tr>
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<td>소극</td>
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<td>2</td>
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<td>2</td>
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<td>3.47</td>
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<td>13.86</td>
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</tr>
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<tr>
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<td>해외</td>
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<td>2</td>
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<td>2</td>
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<td>3.47</td>
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<td>13.86</td>
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</tr>
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<tr>
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<td>적극</td>
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<td>2</td>
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<td>2</td>
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<td>2.37</td>
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<td>9.47</td>
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</tr>
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<tr>
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<td>주체</td>
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<td>2</td>
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<td>2</td>
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<td>2.37</td>
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<td>9.47</td>
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</tr>
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</tbody>
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</table>
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<p><strong>공통 키워드 총 96개, 기여도 합계 = 522.35</strong></p>
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<h4>2위 Frame <strong>16</strong></h4>
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<ul>
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<li>Figma 파일 타이틀: <code>(타이틀 없음)</code></li>
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<li>추출된 타이틀: <code>정책 집행 수행 개념 근본 취지의 이해부족 지속적 투자 의지 부재</code></li>
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<li><strong>BM25</strong> = 41.0 | <strong>Cross</strong> = 0.500 | <strong>Ensemble(0.7)</strong> = 0.229</li>
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</ul>
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<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
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<table>
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<thead>
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<tr>
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<th>키워드</th>
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<th>MDX TF</th>
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<th>Figma TF</th>
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<th>IDF</th>
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<th>기여도</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>BIM</td>
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<td>5</td>
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<td>5</td>
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<td>0.98</td>
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<td>24.52</td>
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</tr>
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<tr>
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<td>모델</td>
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<td>4</td>
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<td>5</td>
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<td>0.98</td>
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<td>19.62</td>
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</tr>
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<tr>
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<td>DX</td>
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<td>3</td>
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<td>3</td>
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<td>2.08</td>
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<td>18.71</td>
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</tr>
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<tr>
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<td>의존</td>
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<td>2</td>
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<td>3</td>
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<td>2.37</td>
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<td>14.20</td>
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</tr>
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<tr>
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<td>기술</td>
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<td>3</td>
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<td>7</td>
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<td>0.63</td>
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<td>13.28</td>
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</tr>
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<tr>
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<td>개념</td>
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<td>2</td>
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<td>5</td>
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<td>1.27</td>
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<td>12.69</td>
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</tr>
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<tr>
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<td>제작</td>
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<td>2</td>
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<td>2</td>
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<td>1.86</td>
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<td>7.43</td>
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</tr>
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<tr>
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<td>수행</td>
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<td>2</td>
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<td>3</td>
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<td>1.16</td>
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<td>6.98</td>
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</tr>
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<tr>
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<td>운영</td>
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<td>4</td>
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<td>1</td>
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<td>1.67</td>
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<td>6.70</td>
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</tr>
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<tr>
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<td>근본</td>
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<td>1</td>
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<td>3</td>
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<td>2.08</td>
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<td>6.24</td>
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</tr>
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<tr>
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<td>정책</td>
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<td>1</td>
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<td>3</td>
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<td>2.08</td>
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<td>6.24</td>
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</tr>
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<tr>
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<td>상용</td>
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<td>3</td>
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<td>1</td>
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<td>1.86</td>
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<td>5.57</td>
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</tr>
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</tbody>
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</table>
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<p><strong>공통 키워드 총 37개, 기여도 합계 = 209.93</strong></p>
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<h4>3위 Frame <strong>17</strong></h4>
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<ul>
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<li>Figma 파일 타이틀: <code>현황 및 문제점</code></li>
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<li>추출된 타이틀: <code>현황 및 문제점</code></li>
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<li><strong>BM25</strong> = 31.3 | <strong>Cross</strong> = 0.500 | <strong>Ensemble(0.7)</strong> = 0.171</li>
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</ul>
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<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
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<table>
|
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<thead>
|
||
<tr>
|
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<th>키워드</th>
|
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<th>MDX TF</th>
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<th>Figma TF</th>
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<th>IDF</th>
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<th>기여도</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td>수행</td>
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<td>2</td>
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||
<td>6</td>
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<td>1.16</td>
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<td>13.96</td>
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</tr>
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<tr>
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<td>개념</td>
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||
<td>2</td>
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<td>4</td>
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<td>1.27</td>
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<td>10.15</td>
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</tr>
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<tr>
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<td>BIM</td>
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<td>5</td>
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<td>2</td>
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<td>0.98</td>
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<td>9.81</td>
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</tr>
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<tr>
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<td>주체</td>
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||
<td>2</td>
|
||
<td>2</td>
|
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<td>2.37</td>
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<td>9.47</td>
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</tr>
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<tr>
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<td>중심</td>
|
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<td>3</td>
|
||
<td>2</td>
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<td>1.52</td>
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<td>9.12</td>
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</tr>
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<tr>
|
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<td>기존</td>
|
||
<td>2</td>
|
||
<td>3</td>
|
||
<td>1.52</td>
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<td>9.12</td>
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</tr>
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<tr>
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<td>설계</td>
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||
<td>3</td>
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<td>4</td>
|
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<td>0.69</td>
|
||
<td>8.32</td>
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</tr>
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<tr>
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<td>방식</td>
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<td>1</td>
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<td>6</td>
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<td>1.27</td>
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<td>7.61</td>
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</tr>
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<tr>
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||
<td>기술</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>0.63</td>
|
||
<td>5.69</td>
|
||
</tr>
|
||
<tr>
|
||
<td>토목</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>1.39</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
<tr>
|
||
<td>단순</td>
|
||
<td>2</td>
|
||
<td>1</td>
|
||
<td>2.08</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>모델</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>0.98</td>
|
||
<td>3.92</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 23개, 기여도 합계 = 123.69</strong></p>
|
||
<h3>해석</h3>
|
||
<p>✓ Ensemble이 정답(18)을 1위로 선택.</p>
|
||
<hr />
|
||
<h2>2. (MDX 2) 2.2 DX 시행 주체별 기대효과</h2>
|
||
<p><strong>정답</strong>: Frame <strong>14</strong></p>
|
||
<h3>MDX 측 키워드 (Kiwi + IDF 상위 15개)</h3>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>TF</th>
|
||
<th>IDF</th>
|
||
<th>TF×IDF</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>최소</td>
|
||
<td>7</td>
|
||
<td>2.08</td>
|
||
<td>14.56</td>
|
||
</tr>
|
||
<tr>
|
||
<td>역량</td>
|
||
<td>4</td>
|
||
<td>3.47</td>
|
||
<td>13.86</td>
|
||
</tr>
|
||
<tr>
|
||
<td>향상</td>
|
||
<td>7</td>
|
||
<td>1.67</td>
|
||
<td>11.72</td>
|
||
</tr>
|
||
<tr>
|
||
<td>관리</td>
|
||
<td>8</td>
|
||
<td>0.98</td>
|
||
<td>7.85</td>
|
||
</tr>
|
||
<tr>
|
||
<td>발주</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>7.10</td>
|
||
</tr>
|
||
<tr>
|
||
<td>체계</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>7.10</td>
|
||
</tr>
|
||
<tr>
|
||
<td>예방</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>7.10</td>
|
||
</tr>
|
||
<tr>
|
||
<td>서류</td>
|
||
<td>2</td>
|
||
<td>3.47</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>원활</td>
|
||
<td>2</td>
|
||
<td>3.47</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>사전</td>
|
||
<td>2</td>
|
||
<td>3.47</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>통하</td>
|
||
<td>7</td>
|
||
<td>0.98</td>
|
||
<td>6.87</td>
|
||
</tr>
|
||
<tr>
|
||
<td>오류</td>
|
||
<td>4</td>
|
||
<td>1.67</td>
|
||
<td>6.70</td>
|
||
</tr>
|
||
<tr>
|
||
<td>검증</td>
|
||
<td>3</td>
|
||
<td>2.08</td>
|
||
<td>6.24</td>
|
||
</tr>
|
||
<tr>
|
||
<td>안전</td>
|
||
<td>3</td>
|
||
<td>1.86</td>
|
||
<td>5.57</td>
|
||
</tr>
|
||
<tr>
|
||
<td>행정</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<h3>Ensemble Top-3 후보 (α=0.7: 70% BM25본문×전체 + 30% Cross제목×제목)</h3>
|
||
<h4>1위 Frame <strong>14</strong> ⭐ 정답</h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>(타이틀 없음)</code></li>
|
||
<li>추출된 타이틀: <code>발주자 목표 시공자 목표 설계자 목표</code></li>
|
||
<li><strong>BM25</strong> = 115.7 | <strong>Cross</strong> = 0.503 | <strong>Ensemble(0.7)</strong> = 0.727</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>최소</td>
|
||
<td>7</td>
|
||
<td>6</td>
|
||
<td>2.08</td>
|
||
<td>87.34</td>
|
||
</tr>
|
||
<tr>
|
||
<td>향상</td>
|
||
<td>7</td>
|
||
<td>5</td>
|
||
<td>1.67</td>
|
||
<td>58.59</td>
|
||
</tr>
|
||
<tr>
|
||
<td>관리</td>
|
||
<td>8</td>
|
||
<td>5</td>
|
||
<td>0.98</td>
|
||
<td>39.23</td>
|
||
</tr>
|
||
<tr>
|
||
<td>통하</td>
|
||
<td>7</td>
|
||
<td>4</td>
|
||
<td>0.98</td>
|
||
<td>27.46</td>
|
||
</tr>
|
||
<tr>
|
||
<td>오류</td>
|
||
<td>4</td>
|
||
<td>4</td>
|
||
<td>1.67</td>
|
||
<td>26.78</td>
|
||
</tr>
|
||
<tr>
|
||
<td>발주</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>21.30</td>
|
||
</tr>
|
||
<tr>
|
||
<td>예방</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>21.30</td>
|
||
</tr>
|
||
<tr>
|
||
<td>생산</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.27</td>
|
||
<td>11.42</td>
|
||
</tr>
|
||
<tr>
|
||
<td>시공</td>
|
||
<td>5</td>
|
||
<td>3</td>
|
||
<td>0.76</td>
|
||
<td>11.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>행정</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>제고</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>강화</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>2.37</td>
|
||
<td>9.47</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 58개, 기여도 합계 = 492.93</strong></p>
|
||
<h4>2위 Frame <strong>29</strong></h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>좌측 배너 과정 (Process)의 혁신 우측 배너 결과 (Products)의 혁신</code></li>
|
||
<li>추출된 타이틀: <code>과정 (Process)의 혁신 결과 (Products)의 혁신</code></li>
|
||
<li><strong>BM25</strong> = 54.2 | <strong>Cross</strong> = 0.537 | <strong>Ensemble(0.7)</strong> = 0.611</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>최소</td>
|
||
<td>7</td>
|
||
<td>1</td>
|
||
<td>2.08</td>
|
||
<td>14.56</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기반</td>
|
||
<td>4</td>
|
||
<td>5</td>
|
||
<td>0.69</td>
|
||
<td>13.86</td>
|
||
</tr>
|
||
<tr>
|
||
<td>통하</td>
|
||
<td>7</td>
|
||
<td>2</td>
|
||
<td>0.98</td>
|
||
<td>13.73</td>
|
||
</tr>
|
||
<tr>
|
||
<td>중심</td>
|
||
<td>2</td>
|
||
<td>4</td>
|
||
<td>1.52</td>
|
||
<td>12.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>설계</td>
|
||
<td>8</td>
|
||
<td>2</td>
|
||
<td>0.69</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>정보</td>
|
||
<td>3</td>
|
||
<td>4</td>
|
||
<td>0.90</td>
|
||
<td>10.81</td>
|
||
</tr>
|
||
<tr>
|
||
<td>모델</td>
|
||
<td>2</td>
|
||
<td>5</td>
|
||
<td>0.98</td>
|
||
<td>9.81</td>
|
||
</tr>
|
||
<tr>
|
||
<td>건설</td>
|
||
<td>3</td>
|
||
<td>4</td>
|
||
<td>0.76</td>
|
||
<td>9.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>성과물</td>
|
||
<td>1</td>
|
||
<td>5</td>
|
||
<td>1.67</td>
|
||
<td>8.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>관리</td>
|
||
<td>8</td>
|
||
<td>1</td>
|
||
<td>0.98</td>
|
||
<td>7.85</td>
|
||
</tr>
|
||
<tr>
|
||
<td>시공</td>
|
||
<td>5</td>
|
||
<td>2</td>
|
||
<td>0.76</td>
|
||
<td>7.58</td>
|
||
</tr>
|
||
<tr>
|
||
<td>오류</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>1.67</td>
|
||
<td>6.70</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 42개, 기여도 합계 = 206.25</strong></p>
|
||
<h4>3위 Frame <strong>12</strong></h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>건설산업의 목표 (BIM의 목적)</code></li>
|
||
<li>추출된 타이틀: <code>건설산업의 목표 (BIM의 목적)</code></li>
|
||
<li><strong>BM25</strong> = 68.7 | <strong>Cross</strong> = 0.500 | <strong>Ensemble(0.7)</strong> = 0.403</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>향상</td>
|
||
<td>7</td>
|
||
<td>4</td>
|
||
<td>1.67</td>
|
||
<td>46.87</td>
|
||
</tr>
|
||
<tr>
|
||
<td>최소</td>
|
||
<td>7</td>
|
||
<td>2</td>
|
||
<td>2.08</td>
|
||
<td>29.11</td>
|
||
</tr>
|
||
<tr>
|
||
<td>안전</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.86</td>
|
||
<td>16.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>통하</td>
|
||
<td>7</td>
|
||
<td>2</td>
|
||
<td>0.98</td>
|
||
<td>13.73</td>
|
||
</tr>
|
||
<tr>
|
||
<td>건설</td>
|
||
<td>3</td>
|
||
<td>5</td>
|
||
<td>0.76</td>
|
||
<td>11.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>품질</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.16</td>
|
||
<td>10.47</td>
|
||
</tr>
|
||
<tr>
|
||
<td>신뢰</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>2.37</td>
|
||
<td>9.47</td>
|
||
</tr>
|
||
<tr>
|
||
<td>강화</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>2.37</td>
|
||
<td>9.47</td>
|
||
</tr>
|
||
<tr>
|
||
<td>생산</td>
|
||
<td>3</td>
|
||
<td>2</td>
|
||
<td>1.27</td>
|
||
<td>7.61</td>
|
||
</tr>
|
||
<tr>
|
||
<td>예방</td>
|
||
<td>3</td>
|
||
<td>1</td>
|
||
<td>2.37</td>
|
||
<td>7.10</td>
|
||
</tr>
|
||
<tr>
|
||
<td>오류</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>1.67</td>
|
||
<td>6.70</td>
|
||
</tr>
|
||
<tr>
|
||
<td>제고</td>
|
||
<td>2</td>
|
||
<td>1</td>
|
||
<td>2.77</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 33개, 기여도 합계 = 228.59</strong></p>
|
||
<h3>해석</h3>
|
||
<p>✓ Ensemble이 정답(14)을 1위로 선택.</p>
|
||
<hr />
|
||
<h2>3. (MDX 03) 1. DX 시행을 위한 필수요건</h2>
|
||
<p><strong>정답</strong>: Frame <strong>13</strong></p>
|
||
<h3>MDX 측 키워드 (Kiwi + IDF 상위 15개)</h3>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>TF</th>
|
||
<th>IDF</th>
|
||
<th>TF×IDF</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>요건</td>
|
||
<td>3</td>
|
||
<td>3.47</td>
|
||
<td>10.40</td>
|
||
</tr>
|
||
<tr>
|
||
<td>DX</td>
|
||
<td>4</td>
|
||
<td>2.08</td>
|
||
<td>8.32</td>
|
||
</tr>
|
||
<tr>
|
||
<td>경험</td>
|
||
<td>4</td>
|
||
<td>2.08</td>
|
||
<td>8.32</td>
|
||
</tr>
|
||
<tr>
|
||
<td>사고</td>
|
||
<td>3</td>
|
||
<td>2.77</td>
|
||
<td>8.32</td>
|
||
</tr>
|
||
<tr>
|
||
<td>시행</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>7.10</td>
|
||
</tr>
|
||
<tr>
|
||
<td>필수</td>
|
||
<td>3</td>
|
||
<td>2.08</td>
|
||
<td>6.24</td>
|
||
</tr>
|
||
<tr>
|
||
<td>투자</td>
|
||
<td>3</td>
|
||
<td>1.86</td>
|
||
<td>5.57</td>
|
||
</tr>
|
||
<tr>
|
||
<td>해결</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
<tr>
|
||
<td>제시</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
<tr>
|
||
<td>지식</td>
|
||
<td>3</td>
|
||
<td>1.67</td>
|
||
<td>5.02</td>
|
||
</tr>
|
||
<tr>
|
||
<td>사용자</td>
|
||
<td>3</td>
|
||
<td>1.67</td>
|
||
<td>5.02</td>
|
||
</tr>
|
||
<tr>
|
||
<td>실행</td>
|
||
<td>2</td>
|
||
<td>2.37</td>
|
||
<td>4.73</td>
|
||
</tr>
|
||
<tr>
|
||
<td>수행</td>
|
||
<td>4</td>
|
||
<td>1.16</td>
|
||
<td>4.65</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기술</td>
|
||
<td>7</td>
|
||
<td>0.63</td>
|
||
<td>4.43</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>3</td>
|
||
<td>1.39</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<h3>Ensemble Top-3 후보 (α=0.7: 70% BM25본문×전체 + 30% Cross제목×제목)</h3>
|
||
<h4>1위 Frame <strong>13</strong> ⭐ 정답</h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>필수조건</code></li>
|
||
<li>추출된 타이틀: <code>필수조건</code></li>
|
||
<li><strong>BM25</strong> = 53.0 | <strong>Cross</strong> = 0.591 | <strong>Ensemble(0.7)</strong> = 0.705</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>지식</td>
|
||
<td>3</td>
|
||
<td>5</td>
|
||
<td>1.67</td>
|
||
<td>25.11</td>
|
||
</tr>
|
||
<tr>
|
||
<td>필수</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>2.08</td>
|
||
<td>18.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기술</td>
|
||
<td>7</td>
|
||
<td>4</td>
|
||
<td>0.63</td>
|
||
<td>17.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>투자</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.86</td>
|
||
<td>16.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>경험</td>
|
||
<td>4</td>
|
||
<td>2</td>
|
||
<td>2.08</td>
|
||
<td>16.64</td>
|
||
</tr>
|
||
<tr>
|
||
<td>역량</td>
|
||
<td>1</td>
|
||
<td>4</td>
|
||
<td>3.47</td>
|
||
<td>13.86</td>
|
||
</tr>
|
||
<tr>
|
||
<td>수행</td>
|
||
<td>4</td>
|
||
<td>2</td>
|
||
<td>1.16</td>
|
||
<td>9.31</td>
|
||
</tr>
|
||
<tr>
|
||
<td>디지털</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>0.90</td>
|
||
<td>8.11</td>
|
||
</tr>
|
||
<tr>
|
||
<td>위하</td>
|
||
<td>4</td>
|
||
<td>2</td>
|
||
<td>0.90</td>
|
||
<td>7.21</td>
|
||
</tr>
|
||
<tr>
|
||
<td>시행</td>
|
||
<td>3</td>
|
||
<td>1</td>
|
||
<td>2.37</td>
|
||
<td>7.10</td>
|
||
</tr>
|
||
<tr>
|
||
<td>여건</td>
|
||
<td>1</td>
|
||
<td>2</td>
|
||
<td>3.47</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>지속</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>1.16</td>
|
||
<td>4.65</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 32개, 기여도 합계 = 198.22</strong></p>
|
||
<h4>2위 Frame <strong>15</strong></h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>정책목표</code></li>
|
||
<li>추출된 타이틀: <code>정책목표</code></li>
|
||
<li><strong>BM25</strong> = 90.3 | <strong>Cross</strong> = 0.500 | <strong>Ensemble(0.7)</strong> = 0.700</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>경험</td>
|
||
<td>4</td>
|
||
<td>4</td>
|
||
<td>2.08</td>
|
||
<td>33.27</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기술</td>
|
||
<td>7</td>
|
||
<td>4</td>
|
||
<td>0.63</td>
|
||
<td>17.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>사고</td>
|
||
<td>3</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>16.64</td>
|
||
</tr>
|
||
<tr>
|
||
<td>지식</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.67</td>
|
||
<td>15.07</td>
|
||
</tr>
|
||
<tr>
|
||
<td>사용자</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.67</td>
|
||
<td>15.07</td>
|
||
</tr>
|
||
<tr>
|
||
<td>실행</td>
|
||
<td>2</td>
|
||
<td>3</td>
|
||
<td>2.37</td>
|
||
<td>14.20</td>
|
||
</tr>
|
||
<tr>
|
||
<td>수행</td>
|
||
<td>4</td>
|
||
<td>3</td>
|
||
<td>1.16</td>
|
||
<td>13.96</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>1.39</td>
|
||
<td>12.48</td>
|
||
</tr>
|
||
<tr>
|
||
<td>투자</td>
|
||
<td>3</td>
|
||
<td>2</td>
|
||
<td>1.86</td>
|
||
<td>11.14</td>
|
||
</tr>
|
||
<tr>
|
||
<td>요건</td>
|
||
<td>3</td>
|
||
<td>1</td>
|
||
<td>3.47</td>
|
||
<td>10.40</td>
|
||
</tr>
|
||
<tr>
|
||
<td>DX</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>2.08</td>
|
||
<td>8.32</td>
|
||
</tr>
|
||
<tr>
|
||
<td>창의</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>2.08</td>
|
||
<td>8.32</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 65개, 기여도 합계 = 333.26</strong></p>
|
||
<h4>3위 Frame <strong>20</strong></h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>디지털 전환(DX)은 S/W가 필수다.</code></li>
|
||
<li>추출된 타이틀: <code>디지털 전환(DX)은 S/W가 필수다. > "디지털 전환(DX)" 및 "S/W" 부분은 녹색(#90fa33), 나머지("은", "가 필수다.")</code></li>
|
||
<li><strong>BM25</strong> = 38.2 | <strong>Cross</strong> = 0.505 | <strong>Ensemble(0.7)</strong> = 0.303</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>DX</td>
|
||
<td>4</td>
|
||
<td>5</td>
|
||
<td>2.08</td>
|
||
<td>41.59</td>
|
||
</tr>
|
||
<tr>
|
||
<td>필수</td>
|
||
<td>3</td>
|
||
<td>3</td>
|
||
<td>2.08</td>
|
||
<td>18.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>디지털</td>
|
||
<td>3</td>
|
||
<td>5</td>
|
||
<td>0.90</td>
|
||
<td>13.51</td>
|
||
</tr>
|
||
<tr>
|
||
<td>업무</td>
|
||
<td>4</td>
|
||
<td>3</td>
|
||
<td>0.90</td>
|
||
<td>10.81</td>
|
||
</tr>
|
||
<tr>
|
||
<td>투자</td>
|
||
<td>3</td>
|
||
<td>1</td>
|
||
<td>1.86</td>
|
||
<td>5.57</td>
|
||
</tr>
|
||
<tr>
|
||
<td>고도</td>
|
||
<td>1</td>
|
||
<td>2</td>
|
||
<td>2.77</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기술</td>
|
||
<td>7</td>
|
||
<td>1</td>
|
||
<td>0.63</td>
|
||
<td>4.43</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>3</td>
|
||
<td>1</td>
|
||
<td>1.39</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>창의</td>
|
||
<td>2</td>
|
||
<td>1</td>
|
||
<td>2.08</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>개선</td>
|
||
<td>1</td>
|
||
<td>2</td>
|
||
<td>1.86</td>
|
||
<td>3.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>부가</td>
|
||
<td>1</td>
|
||
<td>2</td>
|
||
<td>1.67</td>
|
||
<td>3.35</td>
|
||
</tr>
|
||
<tr>
|
||
<td>가치</td>
|
||
<td>1</td>
|
||
<td>2</td>
|
||
<td>1.67</td>
|
||
<td>3.35</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 24개, 기여도 합계 = 142.23</strong></p>
|
||
<h3>해석</h3>
|
||
<p>✓ Ensemble이 정답(13)을 1위로 선택.</p>
|
||
<hr />
|
||
<h2>4. (MDX 03) 2. Process 혁신과 Product 변화</h2>
|
||
<p><strong>정답</strong>: Frame <strong>29</strong></p>
|
||
<h3>MDX 측 키워드 (Kiwi + IDF 상위 15개)</h3>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>TF</th>
|
||
<th>IDF</th>
|
||
<th>TF×IDF</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>Product</td>
|
||
<td>4</td>
|
||
<td>2.77</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Analogue</td>
|
||
<td>4</td>
|
||
<td>2.77</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>성과물</td>
|
||
<td>5</td>
|
||
<td>1.67</td>
|
||
<td>8.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>5</td>
|
||
<td>1.39</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>변화</td>
|
||
<td>4</td>
|
||
<td>1.67</td>
|
||
<td>6.70</td>
|
||
</tr>
|
||
<tr>
|
||
<td>정보</td>
|
||
<td>7</td>
|
||
<td>0.90</td>
|
||
<td>6.31</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Digital</td>
|
||
<td>4</td>
|
||
<td>1.52</td>
|
||
<td>6.08</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Solution</td>
|
||
<td>4</td>
|
||
<td>1.39</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Process</td>
|
||
<td>4</td>
|
||
<td>1.27</td>
|
||
<td>5.07</td>
|
||
</tr>
|
||
<tr>
|
||
<td>시행</td>
|
||
<td>2</td>
|
||
<td>2.37</td>
|
||
<td>4.73</td>
|
||
</tr>
|
||
<tr>
|
||
<td>중심</td>
|
||
<td>3</td>
|
||
<td>1.52</td>
|
||
<td>4.56</td>
|
||
</tr>
|
||
<tr>
|
||
<td>과정</td>
|
||
<td>2</td>
|
||
<td>2.08</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기반</td>
|
||
<td>6</td>
|
||
<td>0.69</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>GIS</td>
|
||
<td>2</td>
|
||
<td>2.08</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>연계</td>
|
||
<td>3</td>
|
||
<td>1.39</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<h3>Ensemble Top-3 후보 (α=0.7: 70% BM25본문×전체 + 30% Cross제목×제목)</h3>
|
||
<h4>1위 Frame <strong>29</strong> ⭐ 정답</h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>좌측 배너 과정 (Process)의 혁신 우측 배너 결과 (Products)의 혁신</code></li>
|
||
<li>추출된 타이틀: <code>과정 (Process)의 혁신 결과 (Products)의 혁신</code></li>
|
||
<li><strong>BM25</strong> = 96.4 | <strong>Cross</strong> = 0.593 | <strong>Ensemble(0.7)</strong> = 1.000</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>성과물</td>
|
||
<td>5</td>
|
||
<td>5</td>
|
||
<td>1.67</td>
|
||
<td>41.85</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>5</td>
|
||
<td>4</td>
|
||
<td>1.39</td>
|
||
<td>27.73</td>
|
||
</tr>
|
||
<tr>
|
||
<td>정보</td>
|
||
<td>7</td>
|
||
<td>4</td>
|
||
<td>0.90</td>
|
||
<td>25.22</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기반</td>
|
||
<td>6</td>
|
||
<td>5</td>
|
||
<td>0.69</td>
|
||
<td>20.79</td>
|
||
</tr>
|
||
<tr>
|
||
<td>중심</td>
|
||
<td>3</td>
|
||
<td>4</td>
|
||
<td>1.52</td>
|
||
<td>18.24</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Process</td>
|
||
<td>4</td>
|
||
<td>3</td>
|
||
<td>1.27</td>
|
||
<td>15.22</td>
|
||
</tr>
|
||
<tr>
|
||
<td>모델</td>
|
||
<td>3</td>
|
||
<td>5</td>
|
||
<td>0.98</td>
|
||
<td>14.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>과정</td>
|
||
<td>2</td>
|
||
<td>3</td>
|
||
<td>2.08</td>
|
||
<td>12.48</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Analogue</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>2.77</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Solution</td>
|
||
<td>4</td>
|
||
<td>2</td>
|
||
<td>1.39</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>건설</td>
|
||
<td>3</td>
|
||
<td>4</td>
|
||
<td>0.76</td>
|
||
<td>9.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>연계</td>
|
||
<td>3</td>
|
||
<td>2</td>
|
||
<td>1.39</td>
|
||
<td>8.32</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 78개, 기여도 합계 = 408.42</strong></p>
|
||
<h4>2위 Frame <strong>12</strong></h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>건설산업의 목표 (BIM의 목적)</code></li>
|
||
<li>추출된 타이틀: <code>건설산업의 목표 (BIM의 목적)</code></li>
|
||
<li><strong>BM25</strong> = 45.4 | <strong>Cross</strong> = 0.500 | <strong>Ensemble(0.7)</strong> = 0.318</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>건설</td>
|
||
<td>3</td>
|
||
<td>5</td>
|
||
<td>0.76</td>
|
||
<td>11.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Analogue</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>2.77</td>
|
||
<td>11.09</td>
|
||
</tr>
|
||
<tr>
|
||
<td>성과물</td>
|
||
<td>5</td>
|
||
<td>1</td>
|
||
<td>1.67</td>
|
||
<td>8.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>품질</td>
|
||
<td>2</td>
|
||
<td>3</td>
|
||
<td>1.16</td>
|
||
<td>6.98</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>5</td>
|
||
<td>1</td>
|
||
<td>1.39</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>향상</td>
|
||
<td>1</td>
|
||
<td>4</td>
|
||
<td>1.67</td>
|
||
<td>6.70</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Digital</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>1.52</td>
|
||
<td>6.08</td>
|
||
</tr>
|
||
<tr>
|
||
<td>BIM</td>
|
||
<td>2</td>
|
||
<td>3</td>
|
||
<td>0.98</td>
|
||
<td>5.88</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Solution</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>1.39</td>
|
||
<td>5.55</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Process</td>
|
||
<td>4</td>
|
||
<td>1</td>
|
||
<td>1.27</td>
|
||
<td>5.07</td>
|
||
</tr>
|
||
<tr>
|
||
<td>소통</td>
|
||
<td>1</td>
|
||
<td>2</td>
|
||
<td>2.37</td>
|
||
<td>4.73</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기반</td>
|
||
<td>6</td>
|
||
<td>1</td>
|
||
<td>0.69</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 25개, 기여도 합계 = 124.27</strong></p>
|
||
<h4>3위 Frame <strong>18</strong></h4>
|
||
<ul>
|
||
<li>Figma 파일 타이틀: <code>BIM과 DX의 이해</code></li>
|
||
<li>추출된 타이틀: <code>BIM과 DX의 이해</code></li>
|
||
<li><strong>BM25</strong> = 32.5 | <strong>Cross</strong> = 0.507 | <strong>Ensemble(0.7)</strong> = 0.243</li>
|
||
</ul>
|
||
<p><strong>공통 키워드 (IDF 기여도 순 상위 12개):</strong></p>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>키워드</th>
|
||
<th>MDX TF</th>
|
||
<th>Figma TF</th>
|
||
<th>IDF</th>
|
||
<th>기여도</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>BIM</td>
|
||
<td>2</td>
|
||
<td>9</td>
|
||
<td>0.98</td>
|
||
<td>17.65</td>
|
||
</tr>
|
||
<tr>
|
||
<td>DX</td>
|
||
<td>1</td>
|
||
<td>7</td>
|
||
<td>2.08</td>
|
||
<td>14.56</td>
|
||
</tr>
|
||
<tr>
|
||
<td>모델</td>
|
||
<td>3</td>
|
||
<td>4</td>
|
||
<td>0.98</td>
|
||
<td>11.77</td>
|
||
</tr>
|
||
<tr>
|
||
<td>중심</td>
|
||
<td>3</td>
|
||
<td>2</td>
|
||
<td>1.52</td>
|
||
<td>9.12</td>
|
||
</tr>
|
||
<tr>
|
||
<td>성과물</td>
|
||
<td>5</td>
|
||
<td>1</td>
|
||
<td>1.67</td>
|
||
<td>8.37</td>
|
||
</tr>
|
||
<tr>
|
||
<td>혁신</td>
|
||
<td>5</td>
|
||
<td>1</td>
|
||
<td>1.39</td>
|
||
<td>6.93</td>
|
||
</tr>
|
||
<tr>
|
||
<td>정보</td>
|
||
<td>7</td>
|
||
<td>1</td>
|
||
<td>0.90</td>
|
||
<td>6.31</td>
|
||
</tr>
|
||
<tr>
|
||
<td>기존</td>
|
||
<td>2</td>
|
||
<td>2</td>
|
||
<td>1.52</td>
|
||
<td>6.08</td>
|
||
</tr>
|
||
<tr>
|
||
<td>과정</td>
|
||
<td>2</td>
|
||
<td>1</td>
|
||
<td>2.08</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>연계</td>
|
||
<td>3</td>
|
||
<td>1</td>
|
||
<td>1.39</td>
|
||
<td>4.16</td>
|
||
</tr>
|
||
<tr>
|
||
<td>도면</td>
|
||
<td>2</td>
|
||
<td>1</td>
|
||
<td>1.86</td>
|
||
<td>3.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>단절</td>
|
||
<td>1</td>
|
||
<td>1</td>
|
||
<td>2.77</td>
|
||
<td>2.77</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p><strong>공통 키워드 총 27개, 기여도 합계 = 124.68</strong></p>
|
||
<h3>해석</h3>
|
||
<p>✓ Ensemble이 정답(29)을 1위로 선택.</p>
|
||
</body>
|
||
</html>
|