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>
4137 lines
70 KiB
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4137 lines
70 KiB
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<title>Phase 13 — 방법별 매칭 상세 진단</title>
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<h1>Phase 13 — 방법별 매칭 키워드/청크/구조 진단</h1>
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<p>각 MDX 유닛 × 7개 방법 × Top-3 후보에 대해 <strong>왜 이 결과가 나왔는지</strong>를 매칭 키워드/청크/구조 단위로 보여줍니다.</p>
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<hr />
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<h1>1. (MDX 1) 팝업 — DX와 BIM의 구분</h1>
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<p><strong>정답</strong>: Frame <strong>18</strong></p>
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<h2>키워드 매칭 — TF-IDF</h2>
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<p>각 후보 Figma와의 <strong>공유 단어(IDF 기여도 순 상위 10개)</strong></p>
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<h3>1순위 Frame <strong>18</strong> ⭐ — 점수 89%</h3>
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<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
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<table>
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<thead>
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<tr>
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<th>단어</th>
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<th>MDX TF-IDF</th>
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<th>Figma TF-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>운영</td>
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<td>0.049</td>
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<td>0.046</td>
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<td>0.0023</td>
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</tr>
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<tr>
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<td>상용</td>
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<td>0.037</td>
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<td>0.034</td>
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<td>0.0013</td>
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</tr>
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<tr>
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<td>CIVIL</td>
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<td>0.037</td>
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<td>0.034</td>
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<td>0.0012</td>
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</tr>
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<tr>
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<td>IT</td>
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<td>0.037</td>
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<td>0.034</td>
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<td>0.0012</td>
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</tr>
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<tr>
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<td>소극적</td>
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<td>0.037</td>
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<td>0.034</td>
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<td>0.0012</td>
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</tr>
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<tr>
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<td>해외</td>
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<td>0.037</td>
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<td>0.034</td>
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<td>0.0012</td>
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</tr>
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<tr>
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<td>DX</td>
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<td>0.025</td>
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<td>0.046</td>
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<td>0.0011</td>
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</tr>
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<tr>
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<td>유지</td>
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<td>0.031</td>
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<td>0.029</td>
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<td>0.0009</td>
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</tr>
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<tr>
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<td>의존</td>
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<td>0.031</td>
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<td>0.029</td>
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<td>0.0009</td>
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</tr>
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<tr>
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<td>중심</td>
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<td>0.037</td>
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<td>0.023</td>
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<td>0.0008</td>
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</tr>
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</tbody>
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</table>
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<h3>2순위 Frame <strong>29</strong> — 점수 15%</h3>
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<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
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<table>
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<thead>
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<tr>
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<th>단어</th>
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<th>MDX TF-IDF</th>
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<th>Figma TF-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>중심</td>
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<td>0.037</td>
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<td>0.022</td>
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<td>0.0008</td>
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</tr>
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<tr>
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<td>3D</td>
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<td>0.026</td>
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<td>0.029</td>
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<td>0.0008</td>
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</tr>
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<tr>
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<td>모델</td>
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<td>0.022</td>
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<td>0.025</td>
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<td>0.0005</td>
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</tr>
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<tr>
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<td>혁신</td>
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<td>0.012</td>
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<td>0.032</td>
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<td>0.0004</td>
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</tr>
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<tr>
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<td>도면</td>
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<td>0.012</td>
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<td>0.022</td>
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<td>0.0003</td>
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</tr>
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<tr>
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<td>BIM의</td>
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<td>0.016</td>
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<td>0.014</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>형상</td>
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<td>0.016</td>
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<td>0.014</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>단절</td>
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<td>0.016</td>
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<td>0.014</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>구분</td>
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<td>0.020</td>
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<td>0.009</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>2D</td>
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<td>0.014</td>
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<td>0.012</td>
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<td>0.0002</td>
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</tr>
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</tbody>
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</table>
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<h3>3순위 Frame <strong>16</strong> — 점수 15%</h3>
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<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
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<table>
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<thead>
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<tr>
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<th>단어</th>
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<th>MDX TF-IDF</th>
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<th>Figma TF-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>0.025</td>
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<td>0.028</td>
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<td>0.0007</td>
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</tr>
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<tr>
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<td>DX</td>
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<td>0.025</td>
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<td>0.016</td>
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<td>0.0004</td>
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</tr>
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<tr>
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<td>운영</td>
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<td>0.049</td>
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<td>0.008</td>
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<td>0.0004</td>
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</tr>
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<tr>
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<td>3D</td>
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<td>0.026</td>
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<td>0.013</td>
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<td>0.0003</td>
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</tr>
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<tr>
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<td>의존</td>
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<td>0.031</td>
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<td>0.010</td>
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<td>0.0003</td>
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</tr>
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<tr>
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<td>개념</td>
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<td>0.010</td>
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<td>0.026</td>
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<td>0.0003</td>
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</tr>
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<tr>
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<td>확보</td>
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<td>0.028</td>
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<td>0.009</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>모델</td>
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<td>0.022</td>
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<td>0.009</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>집중</td>
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<td>0.025</td>
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<td>0.008</td>
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<td>0.0002</td>
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</tr>
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<tr>
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<td>국내</td>
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<td>0.022</td>
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<td>0.007</td>
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<td>0.0002</td>
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</tr>
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</tbody>
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</table>
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<h2>키워드 매칭 — Char 3-gram</h2>
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<h3>1순위 Frame <strong>18</strong> ⭐ — 점수 52%</h3>
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<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
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<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>(개념</code>, <code>(복잡</code>, <code>(상용</code>, <code>(설계</code>, <code>(오류</code>, <code>)-수</code>, <code>)-적</code>, <code>)[R</code>, <code>)분야</code>, <code>+CI</code>, <code>+IT</code>, <code>+Ma</code>, <code>+[E</code>, <code>+기술</code>, <code>+단순</code>, <code>+전용</code>, <code>,Au</code>, <code>,Bl</code>, <code>,Na</code>, <code>,Sk</code></p>
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<h3>2순위 Frame <strong>22</strong> — 점수 7%</h3>
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<p><img alt="22" src="../../data/figma_previews/22.png" /></p>
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<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>,Bl</code>, <code>,Na</code>, <code>,Sk</code>, <code>-BI</code>, <code>BIM</code>, <code>Ble</code>, <code>Civ</code>, <code>EG-</code>, <code>Eng</code>, <code>G-B</code>, <code>Nav</code>, <code>Rev</code>, <code>Rhi</code>, <code>S/W</code>, <code>Ske</code>, <code>avi</code>, <code>der</code>, <code>end</code>, <code>etc</code>, <code>evi</code></p>
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<h3>3순위 Frame <strong>30</strong> — 점수 5%</h3>
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<p><img alt="30" src="../../data/figma_previews/30.png" /></p>
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<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>---</code>, <code>--|</code>, <code>/시공</code>, <code>/운영</code>, <code>Aut</code>, <code>BIM</code>, <code>Eng</code>, <code>Rev</code>, <code>S/W</code>, <code>Ske</code>, <code>eer</code>, <code>eme</code>, <code>eri</code>, <code>etc</code>, <code>evi</code>, <code>gin</code>, <code>ine</code>, <code>ing</code>, <code>ket</code>, <code>nee</code></p>
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<h2>키워드 매칭 — Kiwi+BM25</h2>
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<p>Kiwi 형태소 추출 후 <strong>공유 형태소 × IDF 기여도 상위 10개</strong></p>
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<h3>1순위 Frame <strong>18</strong> ⭐ — BM25 점수 120.6</h3>
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<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
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<table>
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<thead>
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<tr>
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<th>형태소</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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</tbody>
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</table>
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<h3>2순위 Frame <strong>16</strong> — BM25 점수 41.0</h3>
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<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
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<table>
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<thead>
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<tr>
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<th>형태소</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>
|
|
<td>3</td>
|
|
<td>7</td>
|
|
<td>0.63</td>
|
|
<td>13.28</td>
|
|
</tr>
|
|
<tr>
|
|
<td>개념</td>
|
|
<td>2</td>
|
|
<td>5</td>
|
|
<td>1.27</td>
|
|
<td>12.69</td>
|
|
</tr>
|
|
<tr>
|
|
<td>제작</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>1.86</td>
|
|
<td>7.43</td>
|
|
</tr>
|
|
<tr>
|
|
<td>수행</td>
|
|
<td>2</td>
|
|
<td>3</td>
|
|
<td>1.16</td>
|
|
<td>6.98</td>
|
|
</tr>
|
|
<tr>
|
|
<td>운영</td>
|
|
<td>4</td>
|
|
<td>1</td>
|
|
<td>1.67</td>
|
|
<td>6.70</td>
|
|
</tr>
|
|
<tr>
|
|
<td>근본</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>2.08</td>
|
|
<td>6.24</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>17</strong> — BM25 점수 31.3</h3>
|
|
<p><img alt="17" src="../../data/figma_previews/17.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>수행</td>
|
|
<td>2</td>
|
|
<td>6</td>
|
|
<td>1.16</td>
|
|
<td>13.96</td>
|
|
</tr>
|
|
<tr>
|
|
<td>개념</td>
|
|
<td>2</td>
|
|
<td>4</td>
|
|
<td>1.27</td>
|
|
<td>10.15</td>
|
|
</tr>
|
|
<tr>
|
|
<td>BIM</td>
|
|
<td>5</td>
|
|
<td>2</td>
|
|
<td>0.98</td>
|
|
<td>9.81</td>
|
|
</tr>
|
|
<tr>
|
|
<td>주체</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>2.37</td>
|
|
<td>9.47</td>
|
|
</tr>
|
|
<tr>
|
|
<td>중심</td>
|
|
<td>3</td>
|
|
<td>2</td>
|
|
<td>1.52</td>
|
|
<td>9.12</td>
|
|
</tr>
|
|
<tr>
|
|
<td>기존</td>
|
|
<td>2</td>
|
|
<td>3</td>
|
|
<td>1.52</td>
|
|
<td>9.12</td>
|
|
</tr>
|
|
<tr>
|
|
<td>설계</td>
|
|
<td>3</td>
|
|
<td>4</td>
|
|
<td>0.69</td>
|
|
<td>8.32</td>
|
|
</tr>
|
|
<tr>
|
|
<td>방식</td>
|
|
<td>1</td>
|
|
<td>6</td>
|
|
<td>1.27</td>
|
|
<td>7.61</td>
|
|
</tr>
|
|
<tr>
|
|
<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>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Distinctive-Kiwi</h2>
|
|
<p><strong>공통어로 제거된 단어</strong>: 기술</p>
|
|
<h3>1순위 Frame <strong>18</strong> ⭐ — 점수 100%</h3>
|
|
<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>BIM</td>
|
|
<td>5</td>
|
|
<td>9</td>
|
|
<td>0.98</td>
|
|
<td>44.14</td>
|
|
</tr>
|
|
<tr>
|
|
<td>DX</td>
|
|
<td>3</td>
|
|
<td>7</td>
|
|
<td>2.08</td>
|
|
<td>43.67</td>
|
|
</tr>
|
|
<tr>
|
|
<td>운영</td>
|
|
<td>4</td>
|
|
<td>4</td>
|
|
<td>1.67</td>
|
|
<td>26.78</td>
|
|
</tr>
|
|
<tr>
|
|
<td>상용</td>
|
|
<td>3</td>
|
|
<td>3</td>
|
|
<td>1.86</td>
|
|
<td>16.71</td>
|
|
</tr>
|
|
<tr>
|
|
<td>모델</td>
|
|
<td>4</td>
|
|
<td>4</td>
|
|
<td>0.98</td>
|
|
<td>15.69</td>
|
|
</tr>
|
|
<tr>
|
|
<td>구체</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>3.47</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>CIVIL</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>3.47</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>IT</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>3.47</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>소극</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>3.47</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>해외</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>3.47</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>16</strong> — 점수 38%</h3>
|
|
<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>BIM</td>
|
|
<td>5</td>
|
|
<td>5</td>
|
|
<td>0.98</td>
|
|
<td>24.52</td>
|
|
</tr>
|
|
<tr>
|
|
<td>모델</td>
|
|
<td>4</td>
|
|
<td>5</td>
|
|
<td>0.98</td>
|
|
<td>19.62</td>
|
|
</tr>
|
|
<tr>
|
|
<td>DX</td>
|
|
<td>3</td>
|
|
<td>3</td>
|
|
<td>2.08</td>
|
|
<td>18.71</td>
|
|
</tr>
|
|
<tr>
|
|
<td>의존</td>
|
|
<td>2</td>
|
|
<td>3</td>
|
|
<td>2.37</td>
|
|
<td>14.20</td>
|
|
</tr>
|
|
<tr>
|
|
<td>개념</td>
|
|
<td>2</td>
|
|
<td>5</td>
|
|
<td>1.27</td>
|
|
<td>12.69</td>
|
|
</tr>
|
|
<tr>
|
|
<td>제작</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>1.86</td>
|
|
<td>7.43</td>
|
|
</tr>
|
|
<tr>
|
|
<td>수행</td>
|
|
<td>2</td>
|
|
<td>3</td>
|
|
<td>1.16</td>
|
|
<td>6.98</td>
|
|
</tr>
|
|
<tr>
|
|
<td>운영</td>
|
|
<td>4</td>
|
|
<td>1</td>
|
|
<td>1.67</td>
|
|
<td>6.70</td>
|
|
</tr>
|
|
<tr>
|
|
<td>근본</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>2.08</td>
|
|
<td>6.24</td>
|
|
</tr>
|
|
<tr>
|
|
<td>정책</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>2.08</td>
|
|
<td>6.24</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>24</strong> — 점수 23%</h3>
|
|
<p><img alt="24" src="../../data/figma_previews/24.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>제작</td>
|
|
<td>2</td>
|
|
<td>7</td>
|
|
<td>1.86</td>
|
|
<td>25.99</td>
|
|
</tr>
|
|
<tr>
|
|
<td>BIM</td>
|
|
<td>5</td>
|
|
<td>2</td>
|
|
<td>0.98</td>
|
|
<td>9.81</td>
|
|
</tr>
|
|
<tr>
|
|
<td>개발</td>
|
|
<td>1</td>
|
|
<td>9</td>
|
|
<td>0.83</td>
|
|
<td>7.44</td>
|
|
</tr>
|
|
<tr>
|
|
<td>성과</td>
|
|
<td>1</td>
|
|
<td>4</td>
|
|
<td>1.86</td>
|
|
<td>7.43</td>
|
|
</tr>
|
|
<tr>
|
|
<td>상용</td>
|
|
<td>3</td>
|
|
<td>1</td>
|
|
<td>1.86</td>
|
|
<td>5.57</td>
|
|
</tr>
|
|
<tr>
|
|
<td>자체</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>1.86</td>
|
|
<td>5.57</td>
|
|
</tr>
|
|
<tr>
|
|
<td>판매</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>1.86</td>
|
|
<td>5.57</td>
|
|
</tr>
|
|
<tr>
|
|
<td>유지</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>1.27</td>
|
|
<td>5.07</td>
|
|
</tr>
|
|
<tr>
|
|
<td>적극</td>
|
|
<td>2</td>
|
|
<td>1</td>
|
|
<td>2.37</td>
|
|
<td>4.73</td>
|
|
</tr>
|
|
<tr>
|
|
<td>주체</td>
|
|
<td>2</td>
|
|
<td>1</td>
|
|
<td>2.37</td>
|
|
<td>4.73</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>구조 매칭 — 구조 메타</h2>
|
|
<p><strong>MDX 구조 피처</strong>: {'블릿 수': 0, '표 행 수': 0, '헤더 수 (##)': 0, '이미지 수': 0, '텍스트 길이': 1267}</p>
|
|
<h3>1순위 Frame <strong>01</strong> — 유사도 20%</h3>
|
|
<p><img alt="01" src="../../data/figma_previews/01.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>1267</td>
|
|
<td>65</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>02</strong> — 유사도 20%</h3>
|
|
<p><img alt="02" src="../../data/figma_previews/02.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>1267</td>
|
|
<td>274</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>03</strong> — 유사도 20%</h3>
|
|
<p><img alt="03" src="../../data/figma_previews/03.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>1267</td>
|
|
<td>88</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+SBERT</h2>
|
|
<p>MDX와 Figma 각각 블릿/섹션 단위로 쪼갠 뒤 <strong>가장 유사한 청크 쌍 Top 3</strong></p>
|
|
<h3>1순위 Frame <strong>18</strong> ⭐ — 평균 유사도 88%</h3>
|
|
<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>BIM과 DX의 이해 BIM과 DX의 이해 BIM과 DX의 이해 BIM …</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>22</strong> — 평균 유사도 80%</h3>
|
|
<p><img alt="22" src="../../data/figma_previews/22.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>80%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>Model에 특화된 Engn. S/W Model에 특화된 Engn. S/…</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>30</strong> — 평균 유사도 78%</h3>
|
|
<p><img alt="30" src="../../data/figma_previews/30.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>78%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>- · Digital Twin --- 새로운 제품 개발에 사용되기 때문에…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>69%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>산업별 현황 -- 산업별 현황 -- 산업별 현황 ---</td>
|
|
</tr>
|
|
<tr>
|
|
<td>62%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>- · BIM / CIM</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+E5</h2>
|
|
<h3>1순위 Frame <strong>18</strong> ⭐ — 평균 유사도 92%</h3>
|
|
<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>92%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>BIM과 DX의 이해 BIM과 DX의 이해 BIM과 DX의 이해 BIM …</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>16</strong> — 평균 유사도 89%</h3>
|
|
<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>89%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>정책 집행 수행 개념 근본 취지의 이해부족 지속적 투자 의지 부재 Rom…</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>29</strong> — 평균 유사도 88%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>- 위치기반(지리적, 지형, 지반상태 포함)의 GIS와 3D 모델(형상,…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>85%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>- 인프라 건설산업의 1차적인 Process 혁신은 등고선 중심의 지형도…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>85%</td>
|
|
<td><details> <summary style={{cursor: 'poin…</td>
|
|
<td>- 디지털 기반 성과물인 Graphic 중심의 3D 모델, 시뮬레이션을 …</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — Cross</h2>
|
|
<p><em>Cross-encoder는 질의-문서 쌍을 통째로 채점해서 단어/청크 수준 설명 불가. 원 점수만 표시.</em></p>
|
|
<ul>
|
|
<li>1순위 Frame <strong>18</strong> ⭐ — 점수 50.0%</li>
|
|
<li>2순위 Frame <strong>16</strong> — 점수 50.0%</li>
|
|
<li>3순위 Frame <strong>17</strong> — 점수 50.0%</li>
|
|
</ul>
|
|
<hr />
|
|
<h1>2. (MDX 2) 2.2 DX 시행 주체별 기대효과</h1>
|
|
<p><strong>정답</strong>: Frame <strong>14</strong></p>
|
|
<h2>키워드 매칭 — TF-IDF</h2>
|
|
<p>각 후보 Figma와의 <strong>공유 단어(IDF 기여도 순 상위 10개)</strong></p>
|
|
<h3>1순위 Frame <strong>14</strong> ⭐ — 점수 67%</h3>
|
|
<p><img alt="14" src="../../data/figma_previews/14.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>최소화</td>
|
|
<td>0.057</td>
|
|
<td>0.087</td>
|
|
<td>0.0049</td>
|
|
</tr>
|
|
<tr>
|
|
<td>향상</td>
|
|
<td>0.060</td>
|
|
<td>0.078</td>
|
|
<td>0.0047</td>
|
|
</tr>
|
|
<tr>
|
|
<td>통한</td>
|
|
<td>0.046</td>
|
|
<td>0.048</td>
|
|
<td>0.0022</td>
|
|
</tr>
|
|
<tr>
|
|
<td>오류</td>
|
|
<td>0.034</td>
|
|
<td>0.047</td>
|
|
<td>0.0016</td>
|
|
</tr>
|
|
<tr>
|
|
<td>시각화로</td>
|
|
<td>0.028</td>
|
|
<td>0.051</td>
|
|
<td>0.0014</td>
|
|
</tr>
|
|
<tr>
|
|
<td>제고</td>
|
|
<td>0.024</td>
|
|
<td>0.044</td>
|
|
<td>0.0011</td>
|
|
</tr>
|
|
<tr>
|
|
<td>예방</td>
|
|
<td>0.021</td>
|
|
<td>0.039</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>생산성</td>
|
|
<td>0.026</td>
|
|
<td>0.031</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>관리를</td>
|
|
<td>0.028</td>
|
|
<td>0.026</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
<tr>
|
|
<td>원활한</td>
|
|
<td>0.028</td>
|
|
<td>0.026</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>12</strong> — 점수 38%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>향상</td>
|
|
<td>0.060</td>
|
|
<td>0.093</td>
|
|
<td>0.0056</td>
|
|
</tr>
|
|
<tr>
|
|
<td>최소화</td>
|
|
<td>0.057</td>
|
|
<td>0.052</td>
|
|
<td>0.0029</td>
|
|
</tr>
|
|
<tr>
|
|
<td>통한</td>
|
|
<td>0.046</td>
|
|
<td>0.036</td>
|
|
<td>0.0016</td>
|
|
</tr>
|
|
<tr>
|
|
<td>품질</td>
|
|
<td>0.019</td>
|
|
<td>0.078</td>
|
|
<td>0.0015</td>
|
|
</tr>
|
|
<tr>
|
|
<td>생산성</td>
|
|
<td>0.026</td>
|
|
<td>0.047</td>
|
|
<td>0.0012</td>
|
|
</tr>
|
|
<tr>
|
|
<td>오류</td>
|
|
<td>0.034</td>
|
|
<td>0.023</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>안전성</td>
|
|
<td>0.024</td>
|
|
<td>0.033</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>제고</td>
|
|
<td>0.024</td>
|
|
<td>0.033</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>예방</td>
|
|
<td>0.021</td>
|
|
<td>0.029</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>강화</td>
|
|
<td>0.011</td>
|
|
<td>0.058</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>29</strong> — 점수 22%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>최소화</td>
|
|
<td>0.057</td>
|
|
<td>0.011</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>3D</td>
|
|
<td>0.015</td>
|
|
<td>0.029</td>
|
|
<td>0.0004</td>
|
|
</tr>
|
|
<tr>
|
|
<td>중심</td>
|
|
<td>0.019</td>
|
|
<td>0.022</td>
|
|
<td>0.0004</td>
|
|
</tr>
|
|
<tr>
|
|
<td>통한</td>
|
|
<td>0.046</td>
|
|
<td>0.007</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
<tr>
|
|
<td>오류</td>
|
|
<td>0.034</td>
|
|
<td>0.010</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
<tr>
|
|
<td>정확한</td>
|
|
<td>0.012</td>
|
|
<td>0.027</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
<tr>
|
|
<td>확인</td>
|
|
<td>0.011</td>
|
|
<td>0.024</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
<tr>
|
|
<td>도서</td>
|
|
<td>0.014</td>
|
|
<td>0.016</td>
|
|
<td>0.0002</td>
|
|
</tr>
|
|
<tr>
|
|
<td>성과물과</td>
|
|
<td>0.014</td>
|
|
<td>0.016</td>
|
|
<td>0.0002</td>
|
|
</tr>
|
|
<tr>
|
|
<td>통합관리</td>
|
|
<td>0.014</td>
|
|
<td>0.016</td>
|
|
<td>0.0002</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Char 3-gram</h2>
|
|
<h3>1순위 Frame <strong>14</strong> ⭐ — 점수 24%</h3>
|
|
<p><img alt="14" src="../../data/figma_previews/14.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>,완성</code>, <code>,재작</code>, <code>-3D</code>, <code>-Mo</code>, <code>-건설</code>, <code>-설계</code>, <code>-시공</code>, <code>-중간</code>, <code>-직관</code>, <code>-프로</code>, <code>-행정</code>, <code>3D모</code>, <code>Cla</code>, <code>D모델</code>, <code>Mod</code>, <code>Ris</code>, <code>aim</code>, <code>del</code>, <code>im예</code>, <code>isk</code></p>
|
|
<h3>2순위 Frame <strong>12</strong> — 점수 8%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>-3D</code>, <code>-건설</code>, <code>3D모</code>, <code>Cla</code>, <code>D모델</code>, <code>aim</code>, <code>im예</code>, <code>lai</code>, <code>m예방</code>, <code>가가치</code>, <code>가치창</code>, <code>건설비</code>, <code>관리비</code>, <code>델을통</code>, <code>모델을</code>, <code>및Cl</code>, <code>및유지</code>, <code>및의사</code>, <code>부가가</code>, <code>사소통</code></p>
|
|
<h3>3순위 Frame <strong>29</strong> — 점수 6%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>---</code>, <code>-3D</code>, <code>-디지</code>, <code>-설계</code>, <code>3D모</code>, <code>D모델</code>, <code>S/W</code>, <code>건설단</code>, <code>건설정</code>, <code>과물과</code>, <code>과정보</code>, <code>다양한</code>, <code>단계별</code>, <code>데이터</code>, <code>디지털</code>, <code>로젝트</code>, <code>를통한</code>, <code>물과정</code>, <code>설단계</code>, <code>설정보</code></p>
|
|
<h2>키워드 매칭 — Kiwi+BM25</h2>
|
|
<p>Kiwi 형태소 추출 후 <strong>공유 형태소 × IDF 기여도 상위 10개</strong></p>
|
|
<h3>1순위 Frame <strong>14</strong> ⭐ — BM25 점수 115.7</h3>
|
|
<p><img alt="14" src="../../data/figma_previews/14.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>12</strong> — BM25 점수 68.7</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>29</strong> — BM25 점수 54.2</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Distinctive-Kiwi</h2>
|
|
<p><strong>공통어로 제거된 단어</strong>: 기술</p>
|
|
<h3>1순위 Frame <strong>14</strong> ⭐ — 점수 100%</h3>
|
|
<p><img alt="14" src="../../data/figma_previews/14.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>07</strong> — 점수 68%</h3>
|
|
<p><img alt="07" src="../../data/figma_previews/07.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>관리</td>
|
|
<td>8</td>
|
|
<td>9</td>
|
|
<td>0.98</td>
|
|
<td>70.62</td>
|
|
</tr>
|
|
<tr>
|
|
<td>안전</td>
|
|
<td>3</td>
|
|
<td>4</td>
|
|
<td>1.86</td>
|
|
<td>22.28</td>
|
|
</tr>
|
|
<tr>
|
|
<td>통하</td>
|
|
<td>7</td>
|
|
<td>3</td>
|
|
<td>0.98</td>
|
|
<td>20.60</td>
|
|
</tr>
|
|
<tr>
|
|
<td>공사</td>
|
|
<td>1</td>
|
|
<td>8</td>
|
|
<td>2.08</td>
|
|
<td>16.64</td>
|
|
</tr>
|
|
<tr>
|
|
<td>기반</td>
|
|
<td>4</td>
|
|
<td>5</td>
|
|
<td>0.69</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>사전</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>3.47</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>건설</td>
|
|
<td>3</td>
|
|
<td>6</td>
|
|
<td>0.76</td>
|
|
<td>13.64</td>
|
|
</tr>
|
|
<tr>
|
|
<td>검증</td>
|
|
<td>3</td>
|
|
<td>2</td>
|
|
<td>2.08</td>
|
|
<td>12.48</td>
|
|
</tr>
|
|
<tr>
|
|
<td>현장</td>
|
|
<td>1</td>
|
|
<td>8</td>
|
|
<td>1.52</td>
|
|
<td>12.16</td>
|
|
</tr>
|
|
<tr>
|
|
<td>시공</td>
|
|
<td>5</td>
|
|
<td>3</td>
|
|
<td>0.76</td>
|
|
<td>11.37</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>12</strong> — 점수 46%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h2>구조 매칭 — 구조 메타</h2>
|
|
<p><strong>MDX 구조 피처</strong>: {'블릿 수': 0, '표 행 수': 6, '헤더 수 (##)': 0, '이미지 수': 0, '텍스트 길이': 982}</p>
|
|
<h3>1순위 Frame <strong>01</strong> — 유사도 20%</h3>
|
|
<p><img alt="01" src="../../data/figma_previews/01.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>6</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>982</td>
|
|
<td>65</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>02</strong> — 유사도 20%</h3>
|
|
<p><img alt="02" src="../../data/figma_previews/02.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>6</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>982</td>
|
|
<td>274</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>03</strong> — 유사도 20%</h3>
|
|
<p><img alt="03" src="../../data/figma_previews/03.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>6</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>982</td>
|
|
<td>88</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+SBERT</h2>
|
|
<p>MDX와 Figma 각각 블릿/섹션 단위로 쪼갠 뒤 <strong>가장 유사한 청크 쌍 Top 3</strong></p>
|
|
<h3>1순위 Frame <strong>07</strong> — 평균 유사도 83%</h3>
|
|
<p><img alt="07" src="../../data/figma_previews/07.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>83%</td>
|
|
<td></td>
|
|
<td>구분</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>21</strong> — 평균 유사도 81%</h3>
|
|
<p><img alt="21" src="../../data/figma_previews/21.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>81%</td>
|
|
<td></td>
|
|
<td>구분</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>18</strong> — 평균 유사도 80%</h3>
|
|
<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>80%</td>
|
|
<td></td>
|
|
<td>구분</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+E5</h2>
|
|
<h3>1순위 Frame <strong>18</strong> — 평균 유사도 88%</h3>
|
|
<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td></td>
|
|
<td>구분</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>07</strong> — 평균 유사도 88%</h3>
|
|
<p><img alt="07" src="../../data/figma_previews/07.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td></td>
|
|
<td>구분</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>16</strong> — 평균 유사도 87%</h3>
|
|
<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>87%</td>
|
|
<td></td>
|
|
<td>구분</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — Cross</h2>
|
|
<p><em>Cross-encoder는 질의-문서 쌍을 통째로 채점해서 단어/청크 수준 설명 불가. 원 점수만 표시.</em></p>
|
|
<ul>
|
|
<li>1순위 Frame <strong>14</strong> ⭐ — 점수 55.8%</li>
|
|
<li>2순위 Frame <strong>23</strong> — 점수 53.7%</li>
|
|
<li>3순위 Frame <strong>30</strong> — 점수 51.4%</li>
|
|
</ul>
|
|
<hr />
|
|
<h1>3. (MDX 03) 1. DX 시행을 위한 필수요건</h1>
|
|
<p><strong>정답</strong>: Frame <strong>13</strong></p>
|
|
<h2>키워드 매칭 — TF-IDF</h2>
|
|
<p>각 후보 Figma와의 <strong>공유 단어(IDF 기여도 순 상위 10개)</strong></p>
|
|
<h3>1순위 Frame <strong>15</strong> — 점수 57%</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>지식</td>
|
|
<td>0.045</td>
|
|
<td>0.057</td>
|
|
<td>0.0026</td>
|
|
</tr>
|
|
<tr>
|
|
<td>등에</td>
|
|
<td>0.034</td>
|
|
<td>0.043</td>
|
|
<td>0.0015</td>
|
|
</tr>
|
|
<tr>
|
|
<td>능력</td>
|
|
<td>0.017</td>
|
|
<td>0.086</td>
|
|
<td>0.0015</td>
|
|
</tr>
|
|
<tr>
|
|
<td>사용자</td>
|
|
<td>0.027</td>
|
|
<td>0.051</td>
|
|
<td>0.0014</td>
|
|
</tr>
|
|
<tr>
|
|
<td>투자</td>
|
|
<td>0.036</td>
|
|
<td>0.031</td>
|
|
<td>0.0011</td>
|
|
</tr>
|
|
<tr>
|
|
<td>경험</td>
|
|
<td>0.051</td>
|
|
<td>0.022</td>
|
|
<td>0.0011</td>
|
|
</tr>
|
|
<tr>
|
|
<td>프로세스의</td>
|
|
<td>0.020</td>
|
|
<td>0.051</td>
|
|
<td>0.0010</td>
|
|
</tr>
|
|
<tr>
|
|
<td>DX</td>
|
|
<td>0.054</td>
|
|
<td>0.017</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>업무</td>
|
|
<td>0.037</td>
|
|
<td>0.023</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>기술</td>
|
|
<td>0.050</td>
|
|
<td>0.013</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>13</strong> ⭐ — 점수 39%</h3>
|
|
<p><img alt="13" src="../../data/figma_previews/13.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>기술</td>
|
|
<td>0.050</td>
|
|
<td>0.052</td>
|
|
<td>0.0026</td>
|
|
</tr>
|
|
<tr>
|
|
<td>역량</td>
|
|
<td>0.020</td>
|
|
<td>0.104</td>
|
|
<td>0.0021</td>
|
|
</tr>
|
|
<tr>
|
|
<td>투자</td>
|
|
<td>0.036</td>
|
|
<td>0.042</td>
|
|
<td>0.0015</td>
|
|
</tr>
|
|
<tr>
|
|
<td>여건</td>
|
|
<td>0.020</td>
|
|
<td>0.069</td>
|
|
<td>0.0014</td>
|
|
</tr>
|
|
<tr>
|
|
<td>지식</td>
|
|
<td>0.045</td>
|
|
<td>0.026</td>
|
|
<td>0.0012</td>
|
|
</tr>
|
|
<tr>
|
|
<td>지속적인</td>
|
|
<td>0.034</td>
|
|
<td>0.030</td>
|
|
<td>0.0010</td>
|
|
</tr>
|
|
<tr>
|
|
<td>위한</td>
|
|
<td>0.034</td>
|
|
<td>0.029</td>
|
|
<td>0.0010</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Process의</td>
|
|
<td>0.020</td>
|
|
<td>0.035</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
<tr>
|
|
<td>사람</td>
|
|
<td>0.020</td>
|
|
<td>0.035</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
<tr>
|
|
<td>자연</td>
|
|
<td>0.020</td>
|
|
<td>0.035</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>20</strong> — 점수 25%</h3>
|
|
<p><img alt="20" src="../../data/figma_previews/20.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>DX</td>
|
|
<td>0.054</td>
|
|
<td>0.108</td>
|
|
<td>0.0058</td>
|
|
</tr>
|
|
<tr>
|
|
<td>디지털</td>
|
|
<td>0.030</td>
|
|
<td>0.081</td>
|
|
<td>0.0024</td>
|
|
</tr>
|
|
<tr>
|
|
<td>업무</td>
|
|
<td>0.037</td>
|
|
<td>0.037</td>
|
|
<td>0.0014</td>
|
|
</tr>
|
|
<tr>
|
|
<td>지속적인</td>
|
|
<td>0.034</td>
|
|
<td>0.034</td>
|
|
<td>0.0012</td>
|
|
</tr>
|
|
<tr>
|
|
<td>창의적</td>
|
|
<td>0.030</td>
|
|
<td>0.030</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>투자</td>
|
|
<td>0.036</td>
|
|
<td>0.024</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>체계</td>
|
|
<td>0.020</td>
|
|
<td>0.040</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>탈피</td>
|
|
<td>0.017</td>
|
|
<td>0.034</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>개선</td>
|
|
<td>0.017</td>
|
|
<td>0.034</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>대한</td>
|
|
<td>0.018</td>
|
|
<td>0.019</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Char 3-gram</h2>
|
|
<h3>1순위 Frame <strong>15</strong> — 점수 25%</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>DX수</code>, <code>Dig</code>, <code>Pro</code>, <code>X수행</code>, <code>al기</code>, <code>ces</code>, <code>ess</code>, <code>git</code>, <code>igi</code>, <code>ita</code>, <code>l기술</code>, <code>oce</code>, <code>roc</code>, <code>tal</code>, <code>가가치</code>, <code>걸친업</code>, <code>결능력</code>, <code>결및조</code>, <code>과사용</code>, <code>과업무</code></p>
|
|
<h3>2순위 Frame <strong>13</strong> ⭐ — 점수 9%</h3>
|
|
<p><img alt="13" src="../../data/figma_previews/13.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>(S/</code>, <code>,H/</code>, <code>/W)</code>, <code>/W,</code>, <code>Dig</code>, <code>H/W</code>, <code>Pro</code>, <code>S/W</code>, <code>W,H</code>, <code>ces</code>, <code>ess</code>, <code>git</code>, <code>igi</code>, <code>ita</code>, <code>oce</code>, <code>roc</code>, <code>ss의</code>, <code>tal</code>, <code>규모투</code>, <code>근본적</code></p>
|
|
<h3>3순위 Frame <strong>20</strong> — 점수 5%</h3>
|
|
<p><img alt="20" src="../../data/figma_previews/20.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>Pro</code>, <code>S/W</code>, <code>ces</code>, <code>ess</code>, <code>oce</code>, <code>roc</code>, <code>가가치</code>, <code>고도화</code>, <code>디지털</code>, <code>부가가</code>, <code>속적인</code>, <code>에대한</code>, <code>지속적</code>, <code>창의적</code></p>
|
|
<h2>키워드 매칭 — Kiwi+BM25</h2>
|
|
<p>Kiwi 형태소 추출 후 <strong>공유 형태소 × IDF 기여도 상위 10개</strong></p>
|
|
<h3>1순위 Frame <strong>15</strong> — BM25 점수 90.3</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>13</strong> ⭐ — BM25 점수 53.0</h3>
|
|
<p><img alt="13" src="../../data/figma_previews/13.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>20</strong> — BM25 점수 38.2</h3>
|
|
<p><img alt="20" src="../../data/figma_previews/20.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Distinctive-Kiwi</h2>
|
|
<p><strong>공통어로 제거된 단어</strong>: 기술</p>
|
|
<h3>1순위 Frame <strong>15</strong> — 점수 100%</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</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>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>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>13</strong> ⭐ — 점수 57%</h3>
|
|
<p><img alt="13" src="../../data/figma_previews/13.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</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>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>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>16</strong> — 점수 48%</h3>
|
|
<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</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>3</td>
|
|
<td>2.08</td>
|
|
<td>24.95</td>
|
|
</tr>
|
|
<tr>
|
|
<td>투자</td>
|
|
<td>3</td>
|
|
<td>3</td>
|
|
<td>1.86</td>
|
|
<td>16.71</td>
|
|
</tr>
|
|
<tr>
|
|
<td>시행</td>
|
|
<td>3</td>
|
|
<td>2</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>대하</td>
|
|
<td>2</td>
|
|
<td>5</td>
|
|
<td>1.39</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>혁신</td>
|
|
<td>3</td>
|
|
<td>2</td>
|
|
<td>1.39</td>
|
|
<td>8.32</td>
|
|
</tr>
|
|
<tr>
|
|
<td>근본</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>2.08</td>
|
|
<td>6.24</td>
|
|
</tr>
|
|
<tr>
|
|
<td>지식</td>
|
|
<td>3</td>
|
|
<td>1</td>
|
|
<td>1.67</td>
|
|
<td>5.02</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이해</td>
|
|
<td>1</td>
|
|
<td>4</td>
|
|
<td>1.16</td>
|
|
<td>4.65</td>
|
|
</tr>
|
|
<tr>
|
|
<td>의지</td>
|
|
<td>2</td>
|
|
<td>1</td>
|
|
<td>2.08</td>
|
|
<td>4.16</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>구조 매칭 — 구조 메타</h2>
|
|
<p><strong>MDX 구조 피처</strong>: {'블릿 수': 19, '표 행 수': 0, '헤더 수 (##)': 0, '이미지 수': 0, '텍스트 길이': 718}</p>
|
|
<h3>1순위 Frame <strong>01</strong> — 유사도 12%</h3>
|
|
<p><img alt="01" src="../../data/figma_previews/01.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>19</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>718</td>
|
|
<td>65</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>02</strong> — 유사도 12%</h3>
|
|
<p><img alt="02" src="../../data/figma_previews/02.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>19</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>718</td>
|
|
<td>274</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>03</strong> — 유사도 12%</h3>
|
|
<p><img alt="03" src="../../data/figma_previews/03.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>19</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>718</td>
|
|
<td>88</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+SBERT</h2>
|
|
<p>MDX와 Figma 각각 블릿/섹션 단위로 쪼갠 뒤 <strong>가장 유사한 청크 쌍 Top 3</strong></p>
|
|
<h3>1순위 Frame <strong>15</strong> — 평균 유사도 73%</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>97%</td>
|
|
<td>* 사용자의 요구와 기대를 충족시키는 설계 및 구현</td>
|
|
<td>- 사용자 요구와 기대를 충족시키는 설계와 구현에 초점</td>
|
|
</tr>
|
|
<tr>
|
|
<td>97%</td>
|
|
<td>* 기술 도입 초기 단계에 필요한 인력·기간·비용 등의 대규모 투자</td>
|
|
<td>- 기술 도입 초기단계에서 인력, 기간 등 대규모 투자</td>
|
|
</tr>
|
|
<tr>
|
|
<td>97%</td>
|
|
<td>* 기존 수행 방식과 관습적 사고 등에 의한 접근 방식 탈피</td>
|
|
<td>- 기존 수행방식, 사고의 틀, 관습 등에 의한 접근 방식 탈피</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>13</strong> ⭐ — 평균 유사도 70%</h3>
|
|
<p><img alt="13" src="../../data/figma_previews/13.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>87%</td>
|
|
<td>* 건설 전 단계에 대한 근본적인 이해와 지식 및 경험</td>
|
|
<td>- 건설단계별 근본적인 이해와</td>
|
|
</tr>
|
|
<tr>
|
|
<td>85%</td>
|
|
<td>* 기술 고도화를 위한 지속적인 개선 및 투자 체계 구축</td>
|
|
<td>- 기술 개발을 위한 대규모 투자 및 Process 혁신을 위한 지속적인…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>82%</td>
|
|
<td>* <strong>분야별 전문 지식(설계, 시공, 유지관리 등) 보유</strong></td>
|
|
<td>- 분야별 전문지식</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>20</strong> — 평균 유사도 60%</h3>
|
|
<p><img alt="20" src="../../data/figma_previews/20.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>77%</td>
|
|
<td>* 기술 고도화를 위한 지속적인 개선 및 투자 체계 구축</td>
|
|
<td>- S/W의 지속적인 고도화 필요</td>
|
|
</tr>
|
|
<tr>
|
|
<td>74%</td>
|
|
<td>* **Digital 기술(S/W, H/W)과 업무 Process의 통합…</td>
|
|
<td>디지털 전환(DX)은 S/W가 필수다. 디지털 전환(DX)은 S/W가 필…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>72%</td>
|
|
<td>* **Digital 기술(S/W, H/W)과 업무 Process의 통합…</td>
|
|
<td>- 건설산업의 디지털전환(DX) 체계 마련 및 고도화 필요</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+E5</h2>
|
|
<h3>1순위 Frame <strong>15</strong> — 평균 유사도 88%</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>92%</td>
|
|
<td>* 기술 도입 초기 단계에 필요한 인력·기간·비용 등의 대규모 투자</td>
|
|
<td>- 기술 도입 초기단계에서 인력, 기간 등 대규모 투자</td>
|
|
</tr>
|
|
<tr>
|
|
<td>92%</td>
|
|
<td>* 최신 토목 기술 트랜드 및 표준 기준 등에 대한 높은 지식 <br/></td>
|
|
<td>- 최신 토목기술 Trend와 표준 기준 등에 대한 높은 지식 지속적 투…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>92%</td>
|
|
<td>* 기존 수행 방식과 관습적 사고 등에 의한 접근 방식 탈피</td>
|
|
<td>- 기존 수행방식, 사고의 틀, 관습 등에 의한 접근 방식 탈피</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>13</strong> ⭐ — 평균 유사도 87%</h3>
|
|
<p><img alt="13" src="../../data/figma_previews/13.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>91%</td>
|
|
<td>* <strong>기술(디지털)</strong></td>
|
|
<td>- (Digital Technology)</td>
|
|
</tr>
|
|
<tr>
|
|
<td>90%</td>
|
|
<td>* <strong>지속적인 투자 및 실행 의지</strong></td>
|
|
<td>- 지속적ㆍ장기적 투자를</td>
|
|
</tr>
|
|
<tr>
|
|
<td>90%</td>
|
|
<td>* 기술 고도화를 위한 지속적인 개선 및 투자 체계 구축</td>
|
|
<td>- 기술 개발을 위한 대규모 투자 및 Process 혁신을 위한 지속적인…</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>20</strong> — 평균 유사도 86%</h3>
|
|
<p><img alt="20" src="../../data/figma_previews/20.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>89%</td>
|
|
<td>* 기술 도입 초기 단계에 필요한 인력·기간·비용 등의 대규모 투자</td>
|
|
<td>- 충분한 투자(인력, 비용, 시간 등)와 엔지니어의 적극적 동참</td>
|
|
</tr>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td>* **Digital 기술(S/W, H/W)과 업무 Process의 통합…</td>
|
|
<td>- 업무환경 개선과 DX를 통한 Process 혁신과 Product 개선</td>
|
|
</tr>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td>* <strong>혁신적 사고방식과 창의적 문제 해결 능력</strong></td>
|
|
<td>- 업무 본질에 대한 깊은 이해를 바탕으로 창의적 아이디어 발현</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — Cross</h2>
|
|
<p><em>Cross-encoder는 질의-문서 쌍을 통째로 채점해서 단어/청크 수준 설명 불가. 원 점수만 표시.</em></p>
|
|
<ul>
|
|
<li>1순위 Frame <strong>20</strong> — 점수 73.1%</li>
|
|
<li>2순위 Frame <strong>18</strong> — 점수 72.9%</li>
|
|
<li>3순위 Frame <strong>15</strong> — 점수 72.7%</li>
|
|
</ul>
|
|
<hr />
|
|
<h1>4. (MDX 03) 2. Process 혁신과 Product 변화</h1>
|
|
<p><strong>정답</strong>: Frame <strong>29</strong></p>
|
|
<h2>키워드 매칭 — TF-IDF</h2>
|
|
<p>각 후보 Figma와의 <strong>공유 단어(IDF 기여도 순 상위 10개)</strong></p>
|
|
<h3>1순위 Frame <strong>29</strong> ⭐ — 점수 61%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>Analogue</td>
|
|
<td>0.057</td>
|
|
<td>0.014</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>정보를</td>
|
|
<td>0.028</td>
|
|
<td>0.027</td>
|
|
<td>0.0008</td>
|
|
</tr>
|
|
<tr>
|
|
<td>혁신</td>
|
|
<td>0.022</td>
|
|
<td>0.032</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
<tr>
|
|
<td>중심</td>
|
|
<td>0.022</td>
|
|
<td>0.022</td>
|
|
<td>0.0005</td>
|
|
</tr>
|
|
<tr>
|
|
<td>도면</td>
|
|
<td>0.022</td>
|
|
<td>0.022</td>
|
|
<td>0.0005</td>
|
|
</tr>
|
|
<tr>
|
|
<td>등의</td>
|
|
<td>0.017</td>
|
|
<td>0.024</td>
|
|
<td>0.0004</td>
|
|
</tr>
|
|
<tr>
|
|
<td>BIM의</td>
|
|
<td>0.028</td>
|
|
<td>0.014</td>
|
|
<td>0.0004</td>
|
|
</tr>
|
|
<tr>
|
|
<td>정확한</td>
|
|
<td>0.014</td>
|
|
<td>0.027</td>
|
|
<td>0.0004</td>
|
|
</tr>
|
|
<tr>
|
|
<td>3D</td>
|
|
<td>0.012</td>
|
|
<td>0.029</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
<tr>
|
|
<td>기반</td>
|
|
<td>0.026</td>
|
|
<td>0.013</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>12</strong> — 점수 23%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>BIM의</td>
|
|
<td>0.028</td>
|
|
<td>0.099</td>
|
|
<td>0.0028</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Analogue</td>
|
|
<td>0.057</td>
|
|
<td>0.033</td>
|
|
<td>0.0019</td>
|
|
</tr>
|
|
<tr>
|
|
<td>향상</td>
|
|
<td>0.010</td>
|
|
<td>0.093</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>품질</td>
|
|
<td>0.011</td>
|
|
<td>0.078</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Solution을</td>
|
|
<td>0.025</td>
|
|
<td>0.029</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Copy</td>
|
|
<td>0.017</td>
|
|
<td>0.038</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Paste로</td>
|
|
<td>0.017</td>
|
|
<td>0.038</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>하향</td>
|
|
<td>0.017</td>
|
|
<td>0.038</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>평준화된</td>
|
|
<td>0.017</td>
|
|
<td>0.038</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
<tr>
|
|
<td>성과물의</td>
|
|
<td>0.017</td>
|
|
<td>0.038</td>
|
|
<td>0.0006</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>09</strong> — 점수 14%</h3>
|
|
<p><img alt="09" src="../../data/figma_previews/09.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>단어</th>
|
|
<th>MDX TF-IDF</th>
|
|
<th>Figma TF-IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>정보물</td>
|
|
<td>0.022</td>
|
|
<td>0.120</td>
|
|
<td>0.0027</td>
|
|
</tr>
|
|
<tr>
|
|
<td>기반</td>
|
|
<td>0.026</td>
|
|
<td>0.052</td>
|
|
<td>0.0014</td>
|
|
</tr>
|
|
<tr>
|
|
<td>도면</td>
|
|
<td>0.022</td>
|
|
<td>0.060</td>
|
|
<td>0.0013</td>
|
|
</tr>
|
|
<tr>
|
|
<td>모델</td>
|
|
<td>0.013</td>
|
|
<td>0.070</td>
|
|
<td>0.0009</td>
|
|
</tr>
|
|
<tr>
|
|
<td>성과물</td>
|
|
<td>0.022</td>
|
|
<td>0.030</td>
|
|
<td>0.0007</td>
|
|
</tr>
|
|
<tr>
|
|
<td>목적물</td>
|
|
<td>0.014</td>
|
|
<td>0.038</td>
|
|
<td>0.0005</td>
|
|
</tr>
|
|
<tr>
|
|
<td>등의</td>
|
|
<td>0.017</td>
|
|
<td>0.022</td>
|
|
<td>0.0004</td>
|
|
</tr>
|
|
<tr>
|
|
<td>단계별</td>
|
|
<td>0.011</td>
|
|
<td>0.030</td>
|
|
<td>0.0003</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Char 3-gram</h2>
|
|
<h3>1순위 Frame <strong>29</strong> ⭐ — 점수 30%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>(Pr</code>, <code>(단절</code>, <code>(융·</code>, <code>(형상</code>, <code>),창</code>, <code>),책</code>, <code>)기반</code>, <code>)의혁</code>, <code>,계산</code>, <code>,규정</code>, <code>,소통</code>, <code>,수량</code>, <code>,시방</code>, <code>,실체</code>, <code>,전문</code>, <code>,참여</code>, <code>,창의</code>, <code>,책임</code>, <code>,투명</code>, <code>---</code></p>
|
|
<h3>2순위 Frame <strong>12</strong> — 점수 10%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>&Pa</code>, <code>3D모</code>, <code>Ana</code>, <code>BIM</code>, <code>Cop</code>, <code>Dig</code>, <code>D모델</code>, <code>IM의</code>, <code>Pas</code>, <code>Pro</code>, <code>Sol</code>, <code>alo</code>, <code>al화</code>, <code>ast</code>, <code>ces</code>, <code>ess</code>, <code>e기반</code>, <code>git</code>, <code>gue</code>, <code>igi</code></p>
|
|
<h3>3순위 Frame <strong>15</strong> — 점수 6%</h3>
|
|
<p><img alt="15" src="../../data/figma_previews/15.png" /></p>
|
|
<p><strong>공유된 3-gram 조각 (상위 20개)</strong>: <code>Dig</code>, <code>Pro</code>, <code>Sol</code>, <code>al기</code>, <code>ces</code>, <code>ess</code>, <code>git</code>, <code>igi</code>, <code>ion</code>, <code>ita</code>, <code>lut</code>, <code>oce</code>, <code>olu</code>, <code>on을</code>, <code>roc</code>, <code>tal</code>, <code>tio</code>, <code>uti</code>, <code>건설단</code>, <code>과거수</code></p>
|
|
<h2>키워드 매칭 — Kiwi+BM25</h2>
|
|
<p>Kiwi 형태소 추출 후 <strong>공유 형태소 × IDF 기여도 상위 10개</strong></p>
|
|
<h3>1순위 Frame <strong>29</strong> ⭐ — BM25 점수 96.4</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>12</strong> — BM25 점수 45.4</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>18</strong> — BM25 점수 32.5</h3>
|
|
<p><img alt="18" src="../../data/figma_previews/18.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h2>키워드 매칭 — Distinctive-Kiwi</h2>
|
|
<p><strong>공통어로 제거된 단어</strong>: 기술</p>
|
|
<h3>1순위 Frame <strong>29</strong> ⭐ — 점수 100%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</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>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>07</strong> — 점수 45%</h3>
|
|
<p><img alt="07" src="../../data/figma_previews/07.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<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>업무</td>
|
|
<td>4</td>
|
|
<td>4</td>
|
|
<td>0.90</td>
|
|
<td>14.41</td>
|
|
</tr>
|
|
<tr>
|
|
<td>건설</td>
|
|
<td>3</td>
|
|
<td>6</td>
|
|
<td>0.76</td>
|
|
<td>13.64</td>
|
|
</tr>
|
|
<tr>
|
|
<td>모델</td>
|
|
<td>3</td>
|
|
<td>3</td>
|
|
<td>0.98</td>
|
|
<td>8.83</td>
|
|
</tr>
|
|
<tr>
|
|
<td>관리</td>
|
|
<td>1</td>
|
|
<td>9</td>
|
|
<td>0.98</td>
|
|
<td>8.83</td>
|
|
</tr>
|
|
<tr>
|
|
<td>과정</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>2.08</td>
|
|
<td>8.32</td>
|
|
</tr>
|
|
<tr>
|
|
<td>연계</td>
|
|
<td>3</td>
|
|
<td>2</td>
|
|
<td>1.39</td>
|
|
<td>8.32</td>
|
|
</tr>
|
|
<tr>
|
|
<td>데이터</td>
|
|
<td>1</td>
|
|
<td>4</td>
|
|
<td>2.08</td>
|
|
<td>8.32</td>
|
|
</tr>
|
|
<tr>
|
|
<td>협업</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>1.86</td>
|
|
<td>7.43</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>16</strong> — 점수 31%</h3>
|
|
<p><img alt="16" src="../../data/figma_previews/16.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>고유 형태소</th>
|
|
<th>MDX TF</th>
|
|
<th>Figma TF</th>
|
|
<th>IDF</th>
|
|
<th>기여도</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>모델</td>
|
|
<td>3</td>
|
|
<td>5</td>
|
|
<td>0.98</td>
|
|
<td>14.71</td>
|
|
</tr>
|
|
<tr>
|
|
<td>혁신</td>
|
|
<td>5</td>
|
|
<td>2</td>
|
|
<td>1.39</td>
|
|
<td>13.86</td>
|
|
</tr>
|
|
<tr>
|
|
<td>기반</td>
|
|
<td>6</td>
|
|
<td>3</td>
|
|
<td>0.69</td>
|
|
<td>12.48</td>
|
|
</tr>
|
|
<tr>
|
|
<td>BIM</td>
|
|
<td>2</td>
|
|
<td>5</td>
|
|
<td>0.98</td>
|
|
<td>9.81</td>
|
|
</tr>
|
|
<tr>
|
|
<td>시행</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>2.37</td>
|
|
<td>9.47</td>
|
|
</tr>
|
|
<tr>
|
|
<td>효과</td>
|
|
<td>1</td>
|
|
<td>4</td>
|
|
<td>2.37</td>
|
|
<td>9.47</td>
|
|
</tr>
|
|
<tr>
|
|
<td>과정</td>
|
|
<td>2</td>
|
|
<td>2</td>
|
|
<td>2.08</td>
|
|
<td>8.32</td>
|
|
</tr>
|
|
<tr>
|
|
<td>변화</td>
|
|
<td>4</td>
|
|
<td>1</td>
|
|
<td>1.67</td>
|
|
<td>6.70</td>
|
|
</tr>
|
|
<tr>
|
|
<td>개념</td>
|
|
<td>1</td>
|
|
<td>5</td>
|
|
<td>1.27</td>
|
|
<td>6.34</td>
|
|
</tr>
|
|
<tr>
|
|
<td>DX</td>
|
|
<td>1</td>
|
|
<td>3</td>
|
|
<td>2.08</td>
|
|
<td>6.24</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>구조 매칭 — 구조 메타</h2>
|
|
<p><strong>MDX 구조 피처</strong>: {'블릿 수': 14, '표 행 수': 0, '헤더 수 (##)': 2, '이미지 수': 0, '텍스트 길이': 1078}</p>
|
|
<h3>1순위 Frame <strong>01</strong> — 유사도 16%</h3>
|
|
<p><img alt="01" src="../../data/figma_previews/01.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>14</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>2</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>1078</td>
|
|
<td>65</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>02</strong> — 유사도 16%</h3>
|
|
<p><img alt="02" src="../../data/figma_previews/02.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>14</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>2</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>1078</td>
|
|
<td>274</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>03</strong> — 유사도 16%</h3>
|
|
<p><img alt="03" src="../../data/figma_previews/03.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>피처</th>
|
|
<th>MDX</th>
|
|
<th>Figma</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>블릿 수</td>
|
|
<td>14</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>표 행 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>헤더 수 (##)</td>
|
|
<td>2</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>이미지 수</td>
|
|
<td>0</td>
|
|
<td>0</td>
|
|
</tr>
|
|
<tr>
|
|
<td>텍스트 길이</td>
|
|
<td>1078</td>
|
|
<td>88</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+SBERT</h2>
|
|
<p>MDX와 Figma 각각 블릿/섹션 단위로 쪼갠 뒤 <strong>가장 유사한 청크 쌍 Top 3</strong></p>
|
|
<h3>1순위 Frame <strong>29</strong> ⭐ — 평균 유사도 76%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>99%</td>
|
|
<td>* 과거 수작업으로 시행하면서 발생하던 오류 등의 최소화</td>
|
|
<td>- 과거 수작업으로 시행하면서 발생하던 오류 등의 최소화</td>
|
|
</tr>
|
|
<tr>
|
|
<td>98%</td>
|
|
<td>* 서로 다른 S/W로 작성되어 분절화된 Analogue 방식의 성과물과…</td>
|
|
<td>- 서로 다른 S/W로 작성되어 분절화된 Analogue 방식의 성과물과…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>96%</td>
|
|
<td>* 지리·지형·지반 등 위치정보(GIS)와 3D모델(형상, 속성정보) 기…</td>
|
|
<td>- 위치기반(지리적, 지형, 지반상태 포함)의 GIS와 3D 모델(형상,…</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>12</strong> — 평균 유사도 61%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>75%</td>
|
|
<td>* **Copy & Paste로 인해 하향 평준화된 기존 성과물의 품질 …</td>
|
|
<td>- 기존 성과물의 품질 향상</td>
|
|
</tr>
|
|
<tr>
|
|
<td>71%</td>
|
|
<td>* **Copy & Paste로 인해 하향 평준화된 기존 성과물의 품질 …</td>
|
|
<td>- Copy & Paste로 하향 평준화된</td>
|
|
</tr>
|
|
<tr>
|
|
<td>71%</td>
|
|
<td>2. Process의 혁신과 Product의 변화 2. Process의 …</td>
|
|
<td>- Digital화 하는 Process 혁신</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>31</strong> — 평균 유사도 59%</h3>
|
|
<p><img alt="31" src="../../data/figma_previews/31.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>78%</td>
|
|
<td>* 건설 단계별 정보를 디지털 데이터로 축적하여, 건설 전 과정을 통합관…</td>
|
|
<td>- Infra 시설의 계획 / 설계 / 시공 / 유지관리 위한 디지털화 …</td>
|
|
</tr>
|
|
<tr>
|
|
<td>72%</td>
|
|
<td>* 서로 다른 S/W로 작성되어 분절화된 Analogue 방식의 성과물과…</td>
|
|
<td>- GIS, 구조체, 구조물별, 사업 종류별로 다른 특성과 프로세스를 갖…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>71%</td>
|
|
<td>* 서로 다른 S/W로 작성되어 분절화된 Analogue 방식의 성과물과…</td>
|
|
<td>- 범용 S/W를 사용하여 다양한 외곽과 골격을 작성 후 내외장재는 Mo…</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — 청킹+E5</h2>
|
|
<h3>1순위 Frame <strong>29</strong> ⭐ — 평균 유사도 89%</h3>
|
|
<p><img alt="29" src="../../data/figma_previews/29.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>95%</td>
|
|
<td>* 서로 다른 S/W로 작성되어 분절화된 Analogue 방식의 성과물과…</td>
|
|
<td>- 서로 다른 S/W로 작성되어 분절화된 Analogue 방식의 성과물과…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>93%</td>
|
|
<td>* 지리·지형·지반 등 위치정보(GIS)와 3D모델(형상, 속성정보) 기…</td>
|
|
<td>- 위치기반(지리적, 지형, 지반상태 포함)의 GIS와 3D 모델(형상,…</td>
|
|
</tr>
|
|
<tr>
|
|
<td>93%</td>
|
|
<td>* 기존 성과물(도면, 수량, 계산서, 시방서 등)에 3D 모델, Sim…</td>
|
|
<td>- 규정에만 의존한 도면, 수량, 계산서, 시방서 등의 성과물＊에 3D …</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>2순위 Frame <strong>12</strong> — 평균 유사도 87%</h3>
|
|
<p><img alt="12" src="../../data/figma_previews/12.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>90%</td>
|
|
<td>* **Copy & Paste로 인해 하향 평준화된 기존 성과물의 품질 …</td>
|
|
<td>- Copy & Paste로 하향 평준화된</td>
|
|
</tr>
|
|
<tr>
|
|
<td>89%</td>
|
|
<td>* **Copy & Paste로 인해 하향 평준화된 기존 성과물의 품질 …</td>
|
|
<td>- 기존 성과물의 품질 향상</td>
|
|
</tr>
|
|
<tr>
|
|
<td>89%</td>
|
|
<td>### 2.1 과정(Process)의 혁신</td>
|
|
<td>- Digital화 하는 Process 혁신</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h3>3순위 Frame <strong>14</strong> — 평균 유사도 86%</h3>
|
|
<p><img alt="14" src="../../data/figma_previews/14.png" /></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>유사도</th>
|
|
<th>MDX 청크</th>
|
|
<th>Figma 청크</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>89%</td>
|
|
<td>* 건설 단계별 정보를 디지털 데이터로 축적하여, 건설 전 과정을 통합관…</td>
|
|
<td>- 건설정보의 통합관리로 활용성 강화</td>
|
|
</tr>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td>* <strong>Solution을 활용한 업무 효율화</strong></td>
|
|
<td>- System 구축을 통한 행정 간소화</td>
|
|
</tr>
|
|
<tr>
|
|
<td>88%</td>
|
|
<td>* <strong>Solution을 활용한 업무 효율화</strong></td>
|
|
<td>- 수행공정의 쉬운이해로 관리 편의성 증진</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2>의미 매칭 — Cross</h2>
|
|
<p><em>Cross-encoder는 질의-문서 쌍을 통째로 채점해서 단어/청크 수준 설명 불가. 원 점수만 표시.</em></p>
|
|
<ul>
|
|
<li>1순위 Frame <strong>26</strong> — 점수 73.1%</li>
|
|
<li>2순위 Frame <strong>20</strong> — 점수 73.1%</li>
|
|
<li>3순위 Frame <strong>29</strong> ⭐ — 점수 73.1%</li>
|
|
</ul>
|
|
</body>
|
|
</html>
|