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KyeongminandClaude Opus 4.8 b836e79ee1 wip: phase_z2 evidence 파이프라인 + matching 실험(phase2~26) + 프론트 trace 패널 진행분 스냅샷 
- src: phase_z2 composition/mapper/pipeline/placement_planner/retry, ai_fallback(prompts/schema/validate), mdx_text_atoms 신규
- Front: PipelineTracePanel 신규, FramePanel/SlideCanvas/Home/designAgentApi 등 갱신 + 테스트 4종 추가
- templates/phase_z2: catalog(component_expansion_registry, node_slot_mapping 신규), frames, families, slide_base 갱신
- tests/matching: phase2~26 매칭 실험 스크립트·리포트·온톨로지 전체 (미커밋 진행분)
- tests: b4_v4 evidence, task5~28.5 시리즈, regression(imp95 baseline) 등 신규 테스트 대량 추가
- docs/reference: MDX 구조 인벤토리, MDX→Frame 구조 계약 문서
- scripts: mdx 계약/parity/coverage/viewport 체크, gitea comment, run sync 유틸
- .gitignore: tmp*.json, chromedriver, .orchestrator, *.pkl, Front_test* 등 임시/스냅샷 제외

미완성 작업의 보존용 스냅샷 커밋 (2026-07-02)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-02 17:03:42 +09:00

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# Phase 3 — 9개 방법 매트릭스 (의미 매칭 5개 family 비교)
3 카테고리: **키워드 (3) + 구조 (1) + 의미 (5 family)**
### 의미 매칭 5 family
- **SBERT** (jhgan/ko-sroberta-multitask) — NLI+STS 학습, 한국어 기본
- **KoSimCSE** (BM-K/KoSimCSE-roberta-multitask) — 대조학습 기반 sentence embedding
- **E5** (intfloat/multilingual-e5-base) — 다국어 retrieval, query/passage 비대칭 prefix
- **Cross-encoder** (Dongjin-kr/ko-reranker) — 임베딩 X, 질의-문서 쌍 직접 채점
- **Word-avg** — 단어 임베딩 평균 (FastText 계열 baseline)
---
## 1. MDX01-intro (중목차 앞 본문)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![20](../../data/figma_previews/20.png)<br>**20** (26%)<br>디지털 전환(DX)은 S/W… | ![27](../../data/figma_previews/27.png)<br>**27** (17%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (15%)<br>BIM과 DX의 이해 |
| Char-ngram | ![29](../../data/figma_previews/29.png)<br>**29** (4%)<br>좌측 배너 과정 (Proce… | ![20](../../data/figma_previews/20.png)<br>**20** (4%)<br>디지털 전환(DX)은 S/W… | ![27](../../data/figma_previews/27.png)<br>**27** (4%)<br> |
| Kiwi+BM25 | ![20](../../data/figma_previews/20.png)<br>**20** (1496%)<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16** (1462%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (1416%)<br>BIM과 DX의 이해 |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (66%)<br>현황 및 문제점 | ![21](../../data/figma_previews/21.png)<br>**21** (66%)<br>Solution Engn. … | ![04](../../data/figma_previews/04.png)<br>**04** (62%)<br>국내 |
| SBERT | ![18](../../data/figma_previews/18.png)<br>**18** (72%)<br>BIM과 DX의 이해 | ![17](../../data/figma_previews/17.png)<br>**17** (70%)<br>현황 및 문제점 | ![16](../../data/figma_previews/16.png)<br>**16** (68%)<br> |
| KoSimCSE | ![17](../../data/figma_previews/17.png)<br>**17** (75%)<br>현황 및 문제점 | ![18](../../data/figma_previews/18.png)<br>**18** (74%)<br>BIM과 DX의 이해 | ![19](../../data/figma_previews/19.png)<br>**19** (71%)<br>**설계방식의 왜곡**은 엔… |
| E5 | ![18](../../data/figma_previews/18.png)<br>**18** (89%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (88%)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (88%)<br>현황 및 문제점 |
| Cross-encoder | ![27](../../data/figma_previews/27.png)<br>**27** (50%)<br> | ![01](../../data/figma_previews/01.png)<br>**01** (50%)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (50%)<br>현황 및 문제점 |
| Word-avg | ![16](../../data/figma_previews/16.png)<br>**16** (98%)<br> | ![24](../../data/figma_previews/24.png)<br>**24** (97%)<br>Engn. S/W의 구성 과… | ![18](../../data/figma_previews/18.png)<br>**18** (97%)<br>BIM과 DX의 이해 |
---
## 2. MDX01-intro-details (팝업)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![27](../../data/figma_previews/27.png)<br>**27** (24%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (12%)<br>BIM과 DX의 이해 | ![20](../../data/figma_previews/20.png)<br>**20** (11%)<br>디지털 전환(DX)은 S/W… |
| Char-ngram | ![27](../../data/figma_previews/27.png)<br>**27** (5%)<br> | ![20](../../data/figma_previews/20.png)<br>**20** (3%)<br>디지털 전환(DX)은 S/W… | ![01](../../data/figma_previews/01.png)<br>**01** (2%)<br> |
| Kiwi+BM25 | ![27](../../data/figma_previews/27.png)<br>**27** (1305%)<br> | ![20](../../data/figma_previews/20.png)<br>**20** (1210%)<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (794%)<br>BIM과 DX의 이해 |
| Structural | ![04](../../data/figma_previews/04.png)<br>**04** (60%)<br>국내 | ![08](../../data/figma_previews/08.png)<br>**08** (60%)<br>효율적인 정보의 관리와 활용 | ![14](../../data/figma_previews/14.png)<br>**14** (60%)<br> |
| SBERT | ![18](../../data/figma_previews/18.png)<br>**18** (77%)<br>BIM과 DX의 이해 | ![31](../../data/figma_previews/31.png)<br>**31** (76%)<br>산업별 특성 과 발전방향 | ![14](../../data/figma_previews/14.png)<br>**14** (76%)<br> |
| KoSimCSE | ![30](../../data/figma_previews/30.png)<br>**30** (82%)<br>산업별 현황 | ![11](../../data/figma_previews/11.png)<br>**11** (81%)<br>시공단계 BIM 모델과 정보… | ![31](../../data/figma_previews/31.png)<br>**31** (80%)<br>산업별 특성 과 발전방향 |
| E5 | ![27](../../data/figma_previews/27.png)<br>**27** (87%)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (87%)<br>현황 및 문제점 | ![18](../../data/figma_previews/18.png)<br>**18** (87%)<br>BIM과 DX의 이해 |
| Cross-encoder | ![07](../../data/figma_previews/07.png)<br>**07** (50%)<br> | ![24](../../data/figma_previews/24.png)<br>**24** (50%)<br>Engn. S/W의 구성 과… | ![16](../../data/figma_previews/16.png)<br>**16** (50%)<br> |
| Word-avg | ![25](../../data/figma_previews/25.png)<br>**25** (97%)<br>3rd Party | ![22](../../data/figma_previews/22.png)<br>**22** (97%)<br>Model에 특화된 Engn… | ![21](../../data/figma_previews/21.png)<br>**21** (96%)<br>Solution Engn. … |
---
## 3. MDX01-1 (중목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![27](../../data/figma_previews/27.png)<br>**27** (18%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (17%)<br>좌측 배너 과정 (Proce… | ![30](../../data/figma_previews/30.png)<br>**30** (13%)<br>산업별 현황 |
| Char-ngram | ![29](../../data/figma_previews/29.png)<br>**29** (6%)<br>좌측 배너 과정 (Proce… | ![32](../../data/figma_previews/32.png)<br>**32** (6%)<br>좌측 Engn. Soluti… | ![12](../../data/figma_previews/12.png)<br>**12** (5%)<br>건설산업의 목표 (BIM의 … |
| Kiwi+BM25 | ![29](../../data/figma_previews/29.png)<br>**29** (2664%)<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15** (2496%)<br>정책목표 | ![32](../../data/figma_previews/32.png)<br>**32** (2470%)<br>좌측 Engn. Soluti… |
| Structural | ![02](../../data/figma_previews/02.png)<br>**02** (57%)<br>Engineering S/W… | ![23](../../data/figma_previews/23.png)<br>**23** (52%)<br>Application S/W… | ![24](../../data/figma_previews/24.png)<br>**24** (52%)<br>Engn. S/W의 구성 과… |
| SBERT | ![27](../../data/figma_previews/27.png)<br>**27** (85%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (82%)<br>BIM과 DX의 이해 | ![07](../../data/figma_previews/07.png)<br>**07** (81%)<br> |
| KoSimCSE | ![18](../../data/figma_previews/18.png)<br>**18** (86%)<br>BIM과 DX의 이해 | ![31](../../data/figma_previews/31.png)<br>**31** (85%)<br>산업별 특성 과 발전방향 | ![32](../../data/figma_previews/32.png)<br>**32** (84%)<br>좌측 Engn. Soluti… |
| E5 | ![20](../../data/figma_previews/20.png)<br>**20** (89%)<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (88%)<br>BIM과 DX의 이해 | ![27](../../data/figma_previews/27.png)<br>**27** (88%)<br> |
| Cross-encoder | ![27](../../data/figma_previews/27.png)<br>**27** (50%)<br> | ![07](../../data/figma_previews/07.png)<br>**07** (50%)<br> | ![19](../../data/figma_previews/19.png)<br>**19** (50%)<br>**설계방식의 왜곡**은 엔… |
| Word-avg | ![18](../../data/figma_previews/18.png)<br>**18** (98%)<br>BIM과 DX의 이해 | ![25](../../data/figma_previews/25.png)<br>**25** (97%)<br>3rd Party | ![05](../../data/figma_previews/05.png)<br>**05** (97%)<br>보상현황·민원 관리 |
---
## 4. MDX01-2 (중목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![18](../../data/figma_previews/18.png)<br>**18** (22%)<br>BIM과 DX의 이해 | ![27](../../data/figma_previews/27.png)<br>**27** (18%)<br> | ![01](../../data/figma_previews/01.png)<br>**01** (16%)<br> |
| Char-ngram | ![27](../../data/figma_previews/27.png)<br>**27** (6%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (6%)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (5%)<br>좌측 배너 과정 (Proce… |
| Kiwi+BM25 | ![18](../../data/figma_previews/18.png)<br>**18** (2540%)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (2411%)<br>좌측 배너 과정 (Proce… | ![20](../../data/figma_previews/20.png)<br>**20** (1974%)<br>디지털 전환(DX)은 S/W… |
| Structural | ![04](../../data/figma_previews/04.png)<br>**04** (65%)<br>국내 | ![08](../../data/figma_previews/08.png)<br>**08** (65%)<br>효율적인 정보의 관리와 활용 | ![14](../../data/figma_previews/14.png)<br>**14** (65%)<br> |
| SBERT | ![18](../../data/figma_previews/18.png)<br>**18** (85%)<br>BIM과 DX의 이해 | ![27](../../data/figma_previews/27.png)<br>**27** (82%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (78%)<br>좌측 배너 과정 (Proce… |
| KoSimCSE | ![18](../../data/figma_previews/18.png)<br>**18** (87%)<br>BIM과 DX의 이해 | ![31](../../data/figma_previews/31.png)<br>**31** (85%)<br>산업별 특성 과 발전방향 | ![29](../../data/figma_previews/29.png)<br>**29** (85%)<br>좌측 배너 과정 (Proce… |
| E5 | ![16](../../data/figma_previews/16.png)<br>**16** (90%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (90%)<br>BIM과 DX의 이해 | ![20](../../data/figma_previews/20.png)<br>**20** (89%)<br>디지털 전환(DX)은 S/W… |
| Cross-encoder | ![27](../../data/figma_previews/27.png)<br>**27** (73%)<br> | ![16](../../data/figma_previews/16.png)<br>**16** (73%)<br> | ![15](../../data/figma_previews/15.png)<br>**15** (73%)<br>정책목표 |
| Word-avg | ![18](../../data/figma_previews/18.png)<br>**18** (97%)<br>BIM과 DX의 이해 | ![25](../../data/figma_previews/25.png)<br>**25** (97%)<br>3rd Party | ![05](../../data/figma_previews/05.png)<br>**05** (97%)<br>보상현황·민원 관리 |
---
## 5. MDX01-2-image (이미지)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![01](../../data/figma_previews/01.png)<br>**01** (0%)<br> | ![02](../../data/figma_previews/02.png)<br>**02** (0%)<br>Engineering S/W… | ![03](../../data/figma_previews/03.png)<br>**03** (0%)<br>국외 |
| Char-ngram | ![32](../../data/figma_previews/32.png)<br>**32** (1%)<br>좌측 Engn. Soluti… | ![18](../../data/figma_previews/18.png)<br>**18** (1%)<br>BIM과 DX의 이해 | ![11](../../data/figma_previews/11.png)<br>**11** (1%)<br>시공단계 BIM 모델과 정보… |
| Kiwi+BM25 | ![20](../../data/figma_previews/20.png)<br>**20** (368%)<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (344%)<br>BIM과 DX의 이해 | ![15](../../data/figma_previews/15.png)<br>**15** (294%)<br>정책목표 |
| Structural | ![01](../../data/figma_previews/01.png)<br>**01** (65%)<br> | ![05](../../data/figma_previews/05.png)<br>**05** (60%)<br>보상현황·민원 관리 | ![07](../../data/figma_previews/07.png)<br>**07** (55%)<br> |
| SBERT | ![18](../../data/figma_previews/18.png)<br>**18** (64%)<br>BIM과 DX의 이해 | ![01](../../data/figma_previews/01.png)<br>**01** (63%)<br> | ![22](../../data/figma_previews/22.png)<br>**22** (59%)<br>Model에 특화된 Engn… |
| KoSimCSE | ![18](../../data/figma_previews/18.png)<br>**18** (66%)<br>BIM과 DX의 이해 | ![30](../../data/figma_previews/30.png)<br>**30** (66%)<br>산업별 현황 | ![29](../../data/figma_previews/29.png)<br>**29** (65%)<br>좌측 배너 과정 (Proce… |
| E5 | ![16](../../data/figma_previews/16.png)<br>**16** (85%)<br> | ![20](../../data/figma_previews/20.png)<br>**20** (85%)<br>디지털 전환(DX)은 S/W… | ![15](../../data/figma_previews/15.png)<br>**15** (85%)<br>정책목표 |
| Cross-encoder | ![18](../../data/figma_previews/18.png)<br>**18** (50%)<br>BIM과 DX의 이해 | ![20](../../data/figma_previews/20.png)<br>**20** (50%)<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16** (50%)<br> |
| Word-avg | ![22](../../data/figma_previews/22.png)<br>**22** (95%)<br>Model에 특화된 Engn… | ![21](../../data/figma_previews/21.png)<br>**21** (95%)<br>Solution Engn. … | ![25](../../data/figma_previews/25.png)<br>**25** (94%)<br>3rd Party |
---
## 6. MDX01-2-details (팝업+표)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![18](../../data/figma_previews/18.png)<br>**18** (91%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (14%)<br> | ![24](../../data/figma_previews/24.png)<br>**24** (12%)<br>Engn. S/W의 구성 과… |
| Char-ngram | ![18](../../data/figma_previews/18.png)<br>**18** (47%)<br>BIM과 DX의 이해 | ![22](../../data/figma_previews/22.png)<br>**22** (6%)<br>Model에 특화된 Engn… | ![30](../../data/figma_previews/30.png)<br>**30** (5%)<br>산업별 현황 |
| Kiwi+BM25 | ![18](../../data/figma_previews/18.png)<br>**18** (12888%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (4404%)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (3328%)<br>현황 및 문제점 |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (80%)<br>현황 및 문제점 | ![01](../../data/figma_previews/01.png)<br>**01** (65%)<br> | ![05](../../data/figma_previews/05.png)<br>**05** (60%)<br>보상현황·민원 관리 |
| SBERT | ![18](../../data/figma_previews/18.png)<br>**18** (89%)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (84%)<br>좌측 배너 과정 (Proce… | ![30](../../data/figma_previews/30.png)<br>**30** (80%)<br>산업별 현황 |
| KoSimCSE | ![30](../../data/figma_previews/30.png)<br>**30** (90%)<br>산업별 현황 | ![18](../../data/figma_previews/18.png)<br>**18** (89%)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (86%)<br>좌측 배너 과정 (Proce… |
| E5 | ![18](../../data/figma_previews/18.png)<br>**18** (92%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (90%)<br> | ![30](../../data/figma_previews/30.png)<br>**30** (89%)<br>산업별 현황 |
| Cross-encoder | ![24](../../data/figma_previews/24.png)<br>**24** (50%)<br>Engn. S/W의 구성 과… | ![07](../../data/figma_previews/07.png)<br>**07** (50%)<br> | ![10](../../data/figma_previews/10.png)<br>**10** (50%)<br>현장 실효성 증대 위한 **… |
| Word-avg | ![11](../../data/figma_previews/11.png)<br>**11** (97%)<br>시공단계 BIM 모델과 정보… | ![08](../../data/figma_previews/08.png)<br>**08** (96%)<br>효율적인 정보의 관리와 활용 | ![25](../../data/figma_previews/25.png)<br>**25** (95%)<br>3rd Party |
---
## 7. MDX02-1 (중목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![12](../../data/figma_previews/12.png)<br>**12** (50%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (35%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (21%)<br>좌측 배너 과정 (Proce… |
| Char-ngram | ![12](../../data/figma_previews/12.png)<br>**12** (18%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (7%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (7%)<br>좌측 배너 과정 (Proce… |
| Kiwi+BM25 | ![12](../../data/figma_previews/12.png)<br>**12** (5113%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (3224%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (2677%)<br>좌측 배너 과정 (Proce… |
| Structural | ![02](../../data/figma_previews/02.png)<br>**02** (61%)<br>Engineering S/W… | ![23](../../data/figma_previews/23.png)<br>**23** (56%)<br>Application S/W… | ![24](../../data/figma_previews/24.png)<br>**24** (56%)<br>Engn. S/W의 구성 과… |
| SBERT | ![12](../../data/figma_previews/12.png)<br>**12** (78%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (76%)<br>좌측 배너 과정 (Proce… | ![14](../../data/figma_previews/14.png)<br>**14** (75%)<br> |
| KoSimCSE | ![12](../../data/figma_previews/12.png)<br>**12** (87%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (84%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (82%)<br>좌측 배너 과정 (Proce… |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (88%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (87%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (86%)<br> |
| Cross-encoder | ![12](../../data/figma_previews/12.png)<br>**12** (55%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (50%)<br> | ![08](../../data/figma_previews/08.png)<br>**08** (50%)<br>효율적인 정보의 관리와 활용 |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (97%)<br>효율적인 정보의 관리와 활용 | ![11](../../data/figma_previews/11.png)<br>**11** (95%)<br>시공단계 BIM 모델과 정보… | ![19](../../data/figma_previews/19.png)<br>**19** (92%)<br>**설계방식의 왜곡**은 엔… |
---
## 8. MDX02-1-image (이미지)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![32](../../data/figma_previews/32.png)<br>**32** (18%)<br>좌측 Engn. Soluti… | ![14](../../data/figma_previews/14.png)<br>**14** (15%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (6%)<br>BIM과 DX의 이해 |
| Char-ngram | ![11](../../data/figma_previews/11.png)<br>**11** (1%)<br>시공단계 BIM 모델과 정보… | ![18](../../data/figma_previews/18.png)<br>**18** (1%)<br>BIM과 DX의 이해 | ![32](../../data/figma_previews/32.png)<br>**32** (1%)<br>좌측 Engn. Soluti… |
| Kiwi+BM25 | ![15](../../data/figma_previews/15.png)<br>**15** (258%)<br>정책목표 | ![32](../../data/figma_previews/32.png)<br>**32** (198%)<br>좌측 Engn. Soluti… | ![14](../../data/figma_previews/14.png)<br>**14** (192%)<br> |
| Structural | ![01](../../data/figma_previews/01.png)<br>**01** (65%)<br> | ![05](../../data/figma_previews/05.png)<br>**05** (60%)<br>보상현황·민원 관리 | ![07](../../data/figma_previews/07.png)<br>**07** (55%)<br> |
| SBERT | ![18](../../data/figma_previews/18.png)<br>**18** (53%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (50%)<br> | ![32](../../data/figma_previews/32.png)<br>**32** (50%)<br>좌측 Engn. Soluti… |
| KoSimCSE | ![32](../../data/figma_previews/32.png)<br>**32** (59%)<br>좌측 Engn. Soluti… | ![08](../../data/figma_previews/08.png)<br>**08** (59%)<br>효율적인 정보의 관리와 활용 | ![29](../../data/figma_previews/29.png)<br>**29** (57%)<br>좌측 배너 과정 (Proce… |
| E5 | ![20](../../data/figma_previews/20.png)<br>**20** (85%)<br>디지털 전환(DX)은 S/W… | ![32](../../data/figma_previews/32.png)<br>**32** (85%)<br>좌측 Engn. Soluti… | ![16](../../data/figma_previews/16.png)<br>**16** (85%)<br> |
| Cross-encoder | ![15](../../data/figma_previews/15.png)<br>**15** (50%)<br>정책목표 | ![18](../../data/figma_previews/18.png)<br>**18** (50%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (50%)<br> |
| Word-avg | ![22](../../data/figma_previews/22.png)<br>**22** (95%)<br>Model에 특화된 Engn… | ![21](../../data/figma_previews/21.png)<br>**21** (95%)<br>Solution Engn. … | ![25](../../data/figma_previews/25.png)<br>**25** (94%)<br>3rd Party |
---
## 9. MDX02-2 (중목차(컨테이너))
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![14](../../data/figma_previews/14.png)<br>**14** (52%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (32%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (22%)<br>좌측 배너 과정 (Proce… |
| Char-ngram | ![14](../../data/figma_previews/14.png)<br>**14** (17%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (7%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (7%)<br>건설산업의 목표 (BIM의 … |
| Kiwi+BM25 | ![14](../../data/figma_previews/14.png)<br>**14** (12530%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (8131%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (7894%)<br>건설산업의 목표 (BIM의 … |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (91%)<br>현황 및 문제점 | ![20](../../data/figma_previews/20.png)<br>**20** (75%)<br>디지털 전환(DX)은 S/W… | ![06](../../data/figma_previews/06.png)<br>**06** (66%)<br>시공단계 토지 및 지장물에 … |
| SBERT | ![29](../../data/figma_previews/29.png)<br>**29** (85%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (83%)<br>BIM과 DX의 이해 | ![14](../../data/figma_previews/14.png)<br>**14** (83%)<br> |
| KoSimCSE | ![29](../../data/figma_previews/29.png)<br>**29** (90%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (87%)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (87%)<br>BIM과 DX의 이해 |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (89%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (89%)<br>효율적인 정보의 관리와 활용 | ![16](../../data/figma_previews/16.png)<br>**16** (89%)<br> |
| Cross-encoder | ![24](../../data/figma_previews/24.png)<br>**24** (50%)<br>Engn. S/W의 구성 과… | ![23](../../data/figma_previews/23.png)<br>**23** (50%)<br>Application S/W… | ![16](../../data/figma_previews/16.png)<br>**16** (50%)<br> |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (97%)<br>효율적인 정보의 관리와 활용 | ![14](../../data/figma_previews/14.png)<br>**14** (97%)<br> | ![31](../../data/figma_previews/31.png)<br>**31** (96%)<br>산업별 특성 과 발전방향 |
---
## 10. MDX02-2.1 (소목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![20](../../data/figma_previews/20.png)<br>**20** (16%)<br>디지털 전환(DX)은 S/W… | ![29](../../data/figma_previews/29.png)<br>**29** (12%)<br>좌측 배너 과정 (Proce… | ![07](../../data/figma_previews/07.png)<br>**07** (9%)<br> |
| Char-ngram | ![14](../../data/figma_previews/14.png)<br>**14** (2%)<br> | ![08](../../data/figma_previews/08.png)<br>**08** (2%)<br>효율적인 정보의 관리와 활용 | ![11](../../data/figma_previews/11.png)<br>**11** (2%)<br>시공단계 BIM 모델과 정보… |
| Kiwi+BM25 | ![29](../../data/figma_previews/29.png)<br>**29** (1745%)<br>좌측 배너 과정 (Proce… | ![07](../../data/figma_previews/07.png)<br>**07** (1744%)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (1448%)<br>현황 및 문제점 |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (66%)<br>현황 및 문제점 | ![21](../../data/figma_previews/21.png)<br>**21** (66%)<br>Solution Engn. … | ![04](../../data/figma_previews/04.png)<br>**04** (62%)<br>국내 |
| SBERT | ![29](../../data/figma_previews/29.png)<br>**29** (75%)<br>좌측 배너 과정 (Proce… | ![27](../../data/figma_previews/27.png)<br>**27** (75%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (74%)<br>BIM과 DX의 이해 |
| KoSimCSE | ![18](../../data/figma_previews/18.png)<br>**18** (79%)<br>BIM과 DX의 이해 | ![19](../../data/figma_previews/19.png)<br>**19** (79%)<br>**설계방식의 왜곡**은 엔… | ![31](../../data/figma_previews/31.png)<br>**31** (77%)<br>산업별 특성 과 발전방향 |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (87%)<br>좌측 배너 과정 (Proce… | ![17](../../data/figma_previews/17.png)<br>**17** (86%)<br>현황 및 문제점 | ![16](../../data/figma_previews/16.png)<br>**16** (86%)<br> |
| Cross-encoder | ![32](../../data/figma_previews/32.png)<br>**32** (50%)<br>좌측 Engn. Soluti… | ![27](../../data/figma_previews/27.png)<br>**27** (50%)<br> | ![31](../../data/figma_previews/31.png)<br>**31** (50%)<br>산업별 특성 과 발전방향 |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (94%)<br>효율적인 정보의 관리와 활용 | ![11](../../data/figma_previews/11.png)<br>**11** (91%)<br>시공단계 BIM 모델과 정보… | ![19](../../data/figma_previews/19.png)<br>**19** (89%)<br>**설계방식의 왜곡**은 엔… |
---
## 11. MDX02-2.2 (소목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![14](../../data/figma_previews/14.png)<br>**14** (60%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (37%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (19%)<br>좌측 배너 과정 (Proce… |
| Char-ngram | ![14](../../data/figma_previews/14.png)<br>**14** (19%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (7%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (6%)<br>좌측 배너 과정 (Proce… |
| Kiwi+BM25 | ![14](../../data/figma_previews/14.png)<br>**14** (11618%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (7188%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (6075%)<br>좌측 배너 과정 (Proce… |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (85%)<br>현황 및 문제점 | ![01](../../data/figma_previews/01.png)<br>**01** (70%)<br> | ![05](../../data/figma_previews/05.png)<br>**05** (65%)<br>보상현황·민원 관리 |
| SBERT | ![14](../../data/figma_previews/14.png)<br>**14** (89%)<br> | ![07](../../data/figma_previews/07.png)<br>**07** (85%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (82%)<br>건설산업의 목표 (BIM의 … |
| KoSimCSE | ![14](../../data/figma_previews/14.png)<br>**14** (91%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (88%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (85%)<br>좌측 배너 과정 (Proce… |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (89%)<br>좌측 배너 과정 (Proce… | ![14](../../data/figma_previews/14.png)<br>**14** (89%)<br> | ![31](../../data/figma_previews/31.png)<br>**31** (88%)<br>산업별 특성 과 발전방향 |
| Cross-encoder | ![14](../../data/figma_previews/14.png)<br>**14** (61%)<br> | ![23](../../data/figma_previews/23.png)<br>**23** (53%)<br>Application S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (53%)<br>BIM과 DX의 이해 |
| Word-avg | ![14](../../data/figma_previews/14.png)<br>**14** (98%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (97%)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (97%)<br>BIM과 DX의 이해 |
---
## 12. MDX02-2.2-table (표)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![14](../../data/figma_previews/14.png)<br>**14** (61%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (37%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (19%)<br>좌측 배너 과정 (Proce… |
| Char-ngram | ![14](../../data/figma_previews/14.png)<br>**14** (20%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (7%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (6%)<br>좌측 배너 과정 (Proce… |
| Kiwi+BM25 | ![14](../../data/figma_previews/14.png)<br>**14** (11478%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (6785%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (5926%)<br>좌측 배너 과정 (Proce… |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (80%)<br>현황 및 문제점 | ![01](../../data/figma_previews/01.png)<br>**01** (65%)<br> | ![05](../../data/figma_previews/05.png)<br>**05** (60%)<br>보상현황·민원 관리 |
| SBERT | ![14](../../data/figma_previews/14.png)<br>**14** (89%)<br> | ![07](../../data/figma_previews/07.png)<br>**07** (85%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (82%)<br>좌측 배너 과정 (Proce… |
| KoSimCSE | ![14](../../data/figma_previews/14.png)<br>**14** (91%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (88%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (85%)<br>좌측 배너 과정 (Proce… |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (89%)<br>좌측 배너 과정 (Proce… | ![14](../../data/figma_previews/14.png)<br>**14** (89%)<br> | ![31](../../data/figma_previews/31.png)<br>**31** (88%)<br>산업별 특성 과 발전방향 |
| Cross-encoder | ![14](../../data/figma_previews/14.png)<br>**14** (61%)<br> | ![23](../../data/figma_previews/23.png)<br>**23** (53%)<br>Application S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (53%)<br>BIM과 DX의 이해 |
| Word-avg | ![14](../../data/figma_previews/14.png)<br>**14** (98%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (97%)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (97%)<br>BIM과 DX의 이해 |
---
## 13. MDX03-1 (중목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![15](../../data/figma_previews/15.png)<br>**15** (56%)<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13** (30%)<br>필수조건 | ![20](../../data/figma_previews/20.png)<br>**20** (16%)<br>디지털 전환(DX)은 S/W… |
| Char-ngram | ![15](../../data/figma_previews/15.png)<br>**15** (21%)<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13** (9%)<br>필수조건 | ![29](../../data/figma_previews/29.png)<br>**29** (5%)<br>좌측 배너 과정 (Proce… |
| Kiwi+BM25 | ![15](../../data/figma_previews/15.png)<br>**15** (8723%)<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13** (4322%)<br>필수조건 | ![16](../../data/figma_previews/16.png)<br>**16** (2900%)<br> |
| Structural | ![02](../../data/figma_previews/02.png)<br>**02** (17%)<br>Engineering S/W… | ![04](../../data/figma_previews/04.png)<br>**04** (16%)<br>국내 | ![08](../../data/figma_previews/08.png)<br>**08** (16%)<br>효율적인 정보의 관리와 활용 |
| SBERT | ![27](../../data/figma_previews/27.png)<br>**27** (81%)<br> | ![15](../../data/figma_previews/15.png)<br>**15** (79%)<br>정책목표 | ![18](../../data/figma_previews/18.png)<br>**18** (76%)<br>BIM과 DX의 이해 |
| KoSimCSE | ![15](../../data/figma_previews/15.png)<br>**15** (88%)<br>정책목표 | ![18](../../data/figma_previews/18.png)<br>**18** (86%)<br>BIM과 DX의 이해 | ![27](../../data/figma_previews/27.png)<br>**27** (86%)<br> |
| E5 | ![15](../../data/figma_previews/15.png)<br>**15** (89%)<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13** (88%)<br>필수조건 | ![20](../../data/figma_previews/20.png)<br>**20** (88%)<br>디지털 전환(DX)은 S/W… |
| Cross-encoder | ![13](../../data/figma_previews/13.png)<br>**13** (51%)<br>필수조건 | ![15](../../data/figma_previews/15.png)<br>**15** (50%)<br>정책목표 | ![17](../../data/figma_previews/17.png)<br>**17** (50%)<br>현황 및 문제점 |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (96%)<br>효율적인 정보의 관리와 활용 | ![19](../../data/figma_previews/19.png)<br>**19** (93%)<br>**설계방식의 왜곡**은 엔… | ![29](../../data/figma_previews/29.png)<br>**29** (93%)<br>좌측 배너 과정 (Proce… |
---
## 14. MDX03-2 (중목차(컨테이너))
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![29](../../data/figma_previews/29.png)<br>**29** (66%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (19%)<br>건설산업의 목표 (BIM의 … | ![09](../../data/figma_previews/09.png)<br>**09** (15%)<br>시공 전 모델 기반 시공상세… |
| Char-ngram | ![29](../../data/figma_previews/29.png)<br>**29** (30%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (8%)<br>건설산업의 목표 (BIM의 … | ![15](../../data/figma_previews/15.png)<br>**15** (5%)<br>정책목표 |
| Kiwi+BM25 | ![29](../../data/figma_previews/29.png)<br>**29** (10161%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (3849%)<br>건설산업의 목표 (BIM의 … | ![07](../../data/figma_previews/07.png)<br>**07** (3336%)<br> |
| Structural | ![25](../../data/figma_previews/25.png)<br>**25** (50%)<br>3rd Party | ![26](../../data/figma_previews/26.png)<br>**26** (50%)<br> | ![02](../../data/figma_previews/02.png)<br>**02** (46%)<br>Engineering S/W… |
| SBERT | ![29](../../data/figma_previews/29.png)<br>**29** (90%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (84%)<br>BIM과 DX의 이해 | ![27](../../data/figma_previews/27.png)<br>**27** (82%)<br> |
| KoSimCSE | ![29](../../data/figma_previews/29.png)<br>**29** (95%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (90%)<br>BIM과 DX의 이해 | ![32](../../data/figma_previews/32.png)<br>**32** (87%)<br>좌측 Engn. Soluti… |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (91%)<br>좌측 배너 과정 (Proce… | ![16](../../data/figma_previews/16.png)<br>**16** (88%)<br> | ![20](../../data/figma_previews/20.png)<br>**20** (88%)<br>디지털 전환(DX)은 S/W… |
| Cross-encoder | ![16](../../data/figma_previews/16.png)<br>**16** (59%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (55%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (52%)<br>건설산업의 목표 (BIM의 … |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (98%)<br>효율적인 정보의 관리와 활용 | ![11](../../data/figma_previews/11.png)<br>**11** (97%)<br>시공단계 BIM 모델과 정보… | ![18](../../data/figma_previews/18.png)<br>**18** (96%)<br>BIM과 DX의 이해 |
---
## 15. MDX03-2.1 (소목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![29](../../data/figma_previews/29.png)<br>**29** (51%)<br>좌측 배너 과정 (Proce… | ![32](../../data/figma_previews/32.png)<br>**32** (11%)<br>좌측 Engn. Soluti… | ![12](../../data/figma_previews/12.png)<br>**12** (9%)<br>건설산업의 목표 (BIM의 … |
| Char-ngram | ![29](../../data/figma_previews/29.png)<br>**29** (18%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (6%)<br>건설산업의 목표 (BIM의 … | ![15](../../data/figma_previews/15.png)<br>**15** (4%)<br>정책목표 |
| Kiwi+BM25 | ![29](../../data/figma_previews/29.png)<br>**29** (5198%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (1708%)<br>BIM과 DX의 이해 | ![31](../../data/figma_previews/31.png)<br>**31** (1680%)<br>산업별 특성 과 발전방향 |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (91%)<br>현황 및 문제점 | ![20](../../data/figma_previews/20.png)<br>**20** (75%)<br>디지털 전환(DX)은 S/W… | ![06](../../data/figma_previews/06.png)<br>**06** (66%)<br>시공단계 토지 및 지장물에 … |
| SBERT | ![29](../../data/figma_previews/29.png)<br>**29** (87%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (83%)<br>BIM과 DX의 이해 | ![27](../../data/figma_previews/27.png)<br>**27** (78%)<br> |
| KoSimCSE | ![29](../../data/figma_previews/29.png)<br>**29** (92%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (89%)<br>BIM과 DX의 이해 | ![32](../../data/figma_previews/32.png)<br>**32** (87%)<br>좌측 Engn. Soluti… |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (90%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (88%)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (88%)<br>BIM과 DX의 이해 |
| Cross-encoder | ![12](../../data/figma_previews/12.png)<br>**12** (72%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (71%)<br>좌측 배너 과정 (Proce… | ![31](../../data/figma_previews/31.png)<br>**31** (57%)<br>산업별 특성 과 발전방향 |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (97%)<br>효율적인 정보의 관리와 활용 | ![11](../../data/figma_previews/11.png)<br>**11** (96%)<br>시공단계 BIM 모델과 정보… | ![25](../../data/figma_previews/25.png)<br>**25** (95%)<br>3rd Party |
---
## 16. MDX03-2.1-table (표)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![29](../../data/figma_previews/29.png)<br>**29** (35%)<br>좌측 배너 과정 (Proce… | ![04](../../data/figma_previews/04.png)<br>**04** (12%)<br>국내 | ![18](../../data/figma_previews/18.png)<br>**18** (11%)<br>BIM과 DX의 이해 |
| Char-ngram | ![29](../../data/figma_previews/29.png)<br>**29** (9%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (3%)<br>건설산업의 목표 (BIM의 … | ![11](../../data/figma_previews/11.png)<br>**11** (2%)<br>시공단계 BIM 모델과 정보… |
| Kiwi+BM25 | ![29](../../data/figma_previews/29.png)<br>**29** (2107%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (699%)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (595%)<br>BIM과 DX의 이해 |
| Structural | ![17](../../data/figma_previews/17.png)<br>**17** (80%)<br>현황 및 문제점 | ![01](../../data/figma_previews/01.png)<br>**01** (65%)<br> | ![05](../../data/figma_previews/05.png)<br>**05** (60%)<br>보상현황·민원 관리 |
| SBERT | ![29](../../data/figma_previews/29.png)<br>**29** (77%)<br>좌측 배너 과정 (Proce… | ![21](../../data/figma_previews/21.png)<br>**21** (73%)<br>Solution Engn. … | ![12](../../data/figma_previews/12.png)<br>**12** (73%)<br>건설산업의 목표 (BIM의 … |
| KoSimCSE | ![29](../../data/figma_previews/29.png)<br>**29** (84%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (83%)<br>BIM과 DX의 이해 | ![30](../../data/figma_previews/30.png)<br>**30** (82%)<br>산업별 현황 |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (87%)<br>좌측 배너 과정 (Proce… | ![13](../../data/figma_previews/13.png)<br>**13** (86%)<br>필수조건 | ![30](../../data/figma_previews/30.png)<br>**30** (85%)<br>산업별 현황 |
| Cross-encoder | ![29](../../data/figma_previews/29.png)<br>**29** (53%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (50%)<br>건설산업의 목표 (BIM의 … | ![23](../../data/figma_previews/23.png)<br>**23** (50%)<br>Application S/W… |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (95%)<br>효율적인 정보의 관리와 활용 | ![11](../../data/figma_previews/11.png)<br>**11** (94%)<br>시공단계 BIM 모델과 정보… | ![30](../../data/figma_previews/30.png)<br>**30** (92%)<br>산업별 현황 |
---
## 17. MDX03-2.2 (소목차)
| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | ![29](../../data/figma_previews/29.png)<br>**29** (46%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (18%)<br>건설산업의 목표 (BIM의 … | ![09](../../data/figma_previews/09.png)<br>**09** (16%)<br>시공 전 모델 기반 시공상세… |
| Char-ngram | ![29](../../data/figma_previews/29.png)<br>**29** (18%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (9%)<br>건설산업의 목표 (BIM의 … | ![32](../../data/figma_previews/32.png)<br>**32** (4%)<br>좌측 Engn. Soluti… |
| Kiwi+BM25 | ![29](../../data/figma_previews/29.png)<br>**29** (4586%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (2157%)<br>건설산업의 목표 (BIM의 … | ![07](../../data/figma_previews/07.png)<br>**07** (1668%)<br> |
| Structural | ![02](../../data/figma_previews/02.png)<br>**02** (61%)<br>Engineering S/W… | ![23](../../data/figma_previews/23.png)<br>**23** (56%)<br>Application S/W… | ![24](../../data/figma_previews/24.png)<br>**24** (56%)<br>Engn. S/W의 구성 과… |
| SBERT | ![29](../../data/figma_previews/29.png)<br>**29** (85%)<br>좌측 배너 과정 (Proce… | ![14](../../data/figma_previews/14.png)<br>**14** (79%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (78%)<br>BIM과 DX의 이해 |
| KoSimCSE | ![29](../../data/figma_previews/29.png)<br>**29** (91%)<br>좌측 배너 과정 (Proce… | ![07](../../data/figma_previews/07.png)<br>**07** (86%)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (84%)<br>건설산업의 목표 (BIM의 … |
| E5 | ![29](../../data/figma_previews/29.png)<br>**29** (89%)<br>좌측 배너 과정 (Proce… | ![14](../../data/figma_previews/14.png)<br>**14** (88%)<br> | ![20](../../data/figma_previews/20.png)<br>**20** (87%)<br>디지털 전환(DX)은 S/W… |
| Cross-encoder | ![12](../../data/figma_previews/12.png)<br>**12** (73%)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (50%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (50%)<br>BIM과 DX의 이해 |
| Word-avg | ![08](../../data/figma_previews/08.png)<br>**08** (98%)<br>효율적인 정보의 관리와 활용 | ![18](../../data/figma_previews/18.png)<br>**18** (96%)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (96%)<br>좌측 배너 과정 (Proce… |
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