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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 2 — 7개 방법 매트릭스
3 카테고리 비교: **키워드 매칭 (3) + 구조 매칭 (1) + 의미 매칭 (3)**
의미 매칭 3가지 — 같은 모델(ko-sroberta, 420MB) × 다른 전략:
- **SBERT-원본**: 전체 텍스트를 한 벡터로 (그대로)
- **SBERT-축약**: 제목+볼드 라벨만 뽑아서 짧게 축약 후 임베딩
- **SBERT-청크**: 블릿/섹션 단위로 쪼개 각 chunk별 최대 유사도 평균
---
## 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** (15.0)<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16** (14.6)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (14.2)<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-원본 | ![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> |
| SBERT-축약 | ![28](../../data/figma_previews/28.png)<br>**28** (51%)<br>현존 상용 S/W의 현실 | ![18](../../data/figma_previews/18.png)<br>**18** (50%)<br>BIM과 DX의 이해 | ![19](../../data/figma_previews/19.png)<br>**19** (50%)<br>**설계방식의 왜곡**은 엔… |
| SBERT-청크 | ![18](../../data/figma_previews/18.png)<br>**18** (64%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (63%)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (61%)<br>현황 및 문제점 |
---
## 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** (13.1)<br> | ![20](../../data/figma_previews/20.png)<br>**20** (12.1)<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (7.9)<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-원본 | ![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> |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (38%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (38%)<br>효율적인 정보의 관리와 활용 | ![19](../../data/figma_previews/19.png)<br>**19** (37%)<br>**설계방식의 왜곡**은 엔… |
| SBERT-청크 | ![30](../../data/figma_previews/30.png)<br>**30** (67%)<br>산업별 현황 | ![20](../../data/figma_previews/20.png)<br>**20** (66%)<br>디지털 전환(DX)은 S/W… | ![27](../../data/figma_previews/27.png)<br>**27** (63%)<br> |
---
## 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** (26.6)<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15** (25.0)<br>정책목표 | ![32](../../data/figma_previews/32.png)<br>**32** (24.7)<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-원본 | ![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> |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (56%)<br>좌측 배너 과정 (Proce… | ![20](../../data/figma_previews/20.png)<br>**20** (53%)<br>디지털 전환(DX)은 S/W… | ![19](../../data/figma_previews/19.png)<br>**19** (51%)<br>**설계방식의 왜곡**은 엔… |
| SBERT-청크 | ![31](../../data/figma_previews/31.png)<br>**31** (65%)<br>산업별 특성 과 발전방향 | ![12](../../data/figma_previews/12.png)<br>**12** (65%)<br>건설산업의 목표 (BIM의 … | ![30](../../data/figma_previews/30.png)<br>**30** (64%)<br>산업별 현황 |
---
## 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** (25.4)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (24.1)<br>좌측 배너 과정 (Proce… | ![20](../../data/figma_previews/20.png)<br>**20** (19.7)<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-원본 | ![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… |
| SBERT-축약 | ![16](../../data/figma_previews/16.png)<br>**16** (43%)<br> | ![11](../../data/figma_previews/11.png)<br>**11** (42%)<br>시공단계 BIM 모델과 정보… | ![10](../../data/figma_previews/10.png)<br>**10** (41%)<br>현장 실효성 증대 위한 **… |
| SBERT-청크 | ![18](../../data/figma_previews/18.png)<br>**18** (73%)<br>BIM과 DX의 이해 | ![29](../../data/figma_previews/29.png)<br>**29** (70%)<br>좌측 배너 과정 (Proce… | ![31](../../data/figma_previews/31.png)<br>**31** (67%)<br>산업별 특성 과 발전방향 |
---
## 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** (3.7)<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18** (3.4)<br>BIM과 DX의 이해 | ![15](../../data/figma_previews/15.png)<br>**15** (2.9)<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-원본 | ![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… |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (57%)<br>좌측 배너 과정 (Proce… | ![19](../../data/figma_previews/19.png)<br>**19** (56%)<br>**설계방식의 왜곡**은 엔… | ![24](../../data/figma_previews/24.png)<br>**24** (55%)<br>Engn. S/W의 구성 과… |
| SBERT-청크 | ![18](../../data/figma_previews/18.png)<br>**18** (68%)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (62%)<br> | ![13](../../data/figma_previews/13.png)<br>**13** (62%)<br>필수조건 |
---
## 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** (128.9)<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16** (44.0)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (33.3)<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-원본 | ![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 |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (76%)<br>좌측 배너 과정 (Proce… | ![19](../../data/figma_previews/19.png)<br>**19** (64%)<br>**설계방식의 왜곡**은 엔… | ![20](../../data/figma_previews/20.png)<br>**20** (62%)<br>디지털 전환(DX)은 S/W… |
| SBERT-청크 | ![18](../../data/figma_previews/18.png)<br>**18** (83%)<br>BIM과 DX의 이해 | ![09](../../data/figma_previews/09.png)<br>**09** (76%)<br>시공 전 모델 기반 시공상세… | ![25](../../data/figma_previews/25.png)<br>**25** (76%)<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** (51.1)<br>건설산업의 목표 (BIM의 … | ![14](../../data/figma_previews/14.png)<br>**14** (32.2)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (26.8)<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-원본 | ![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> |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (59%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (57%)<br>건설산업의 목표 (BIM의 … | ![15](../../data/figma_previews/15.png)<br>**15** (50%)<br>정책목표 |
| SBERT-청크 | ![12](../../data/figma_previews/12.png)<br>**12** (76%)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (65%)<br>좌측 배너 과정 (Proce… | ![14](../../data/figma_previews/14.png)<br>**14** (64%)<br> |
---
## 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** (2.6)<br>정책목표 | ![32](../../data/figma_previews/32.png)<br>**32** (2.0)<br>좌측 Engn. Soluti… | ![14](../../data/figma_previews/14.png)<br>**14** (1.9)<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-원본 | ![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… |
| SBERT-축약 | ![15](../../data/figma_previews/15.png)<br>**15** (53%)<br>정책목표 | ![18](../../data/figma_previews/18.png)<br>**18** (49%)<br>BIM과 DX의 이해 | ![32](../../data/figma_previews/32.png)<br>**32** (49%)<br>좌측 Engn. Soluti… |
| SBERT-청크 | ![18](../../data/figma_previews/18.png)<br>**18** (62%)<br>BIM과 DX의 이해 | ![15](../../data/figma_previews/15.png)<br>**15** (56%)<br>정책목표 | ![32](../../data/figma_previews/32.png)<br>**32** (56%)<br>좌측 Engn. Soluti… |
---
## 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** (125.3)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (81.3)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (78.9)<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-원본 | ![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> |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (72%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (62%)<br>효율적인 정보의 관리와 활용 | ![15](../../data/figma_previews/15.png)<br>**15** (59%)<br>정책목표 |
| SBERT-청크 | ![29](../../data/figma_previews/29.png)<br>**29** (62%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (60%)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (60%)<br>BIM과 DX의 이해 |
---
## 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** (17.4)<br>좌측 배너 과정 (Proce… | ![07](../../data/figma_previews/07.png)<br>**07** (17.4)<br> | ![17](../../data/figma_previews/17.png)<br>**17** (14.5)<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-원본 | ![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 |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (64%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (58%)<br>효율적인 정보의 관리와 활용 | ![30](../../data/figma_previews/30.png)<br>**30** (54%)<br>산업별 현황 |
| SBERT-청크 | ![29](../../data/figma_previews/29.png)<br>**29** (64%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (62%)<br>효율적인 정보의 관리와 활용 | ![18](../../data/figma_previews/18.png)<br>**18** (62%)<br>BIM과 DX의 이해 |
---
## 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** (116.2)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (71.9)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (60.8)<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-원본 | ![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 … |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (64%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (59%)<br>효율적인 정보의 관리와 활용 | ![15](../../data/figma_previews/15.png)<br>**15** (57%)<br>정책목표 |
| SBERT-청크 | ![18](../../data/figma_previews/18.png)<br>**18** (62%)<br>BIM과 DX의 이해 | ![07](../../data/figma_previews/07.png)<br>**07** (61%)<br> | ![29](../../data/figma_previews/29.png)<br>**29** (61%)<br>좌측 배너 과정 (Proce… |
---
## 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** (114.8)<br> | ![12](../../data/figma_previews/12.png)<br>**12** (67.8)<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29** (59.3)<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-원본 | ![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… |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (64%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (59%)<br>효율적인 정보의 관리와 활용 | ![15](../../data/figma_previews/15.png)<br>**15** (57%)<br>정책목표 |
| SBERT-청크 | ![07](../../data/figma_previews/07.png)<br>**07** (84%)<br> | ![18](../../data/figma_previews/18.png)<br>**18** (74%)<br>BIM과 DX의 이해 | ![09](../../data/figma_previews/09.png)<br>**09** (73%)<br>시공 전 모델 기반 시공상세… |
---
## 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** (87.2)<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13** (43.2)<br>필수조건 | ![16](../../data/figma_previews/16.png)<br>**16** (29.0)<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-원본 | ![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 |
| SBERT-축약 | ![15](../../data/figma_previews/15.png)<br>**15** (61%)<br>정책목표 | ![29](../../data/figma_previews/29.png)<br>**29** (60%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (49%)<br>효율적인 정보의 관리와 활용 |
| SBERT-청크 | ![15](../../data/figma_previews/15.png)<br>**15** (76%)<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13** (72%)<br>필수조건 | ![20](../../data/figma_previews/20.png)<br>**20** (60%)<br>디지털 전환(DX)은 S/W… |
---
## 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** (101.6)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (38.5)<br>건설산업의 목표 (BIM의 … | ![07](../../data/figma_previews/07.png)<br>**07** (33.4)<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-원본 | ![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> |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (84%)<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15** (61%)<br>정책목표 | ![08](../../data/figma_previews/08.png)<br>**08** (60%)<br>효율적인 정보의 관리와 활용 |
| SBERT-청크 | ![29](../../data/figma_previews/29.png)<br>**29** (81%)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (61%)<br>건설산업의 목표 (BIM의 … | ![30](../../data/figma_previews/30.png)<br>**30** (59%)<br>산업별 현황 |
---
## 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** (52.0)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (17.1)<br>BIM과 DX의 이해 | ![31](../../data/figma_previews/31.png)<br>**31** (16.8)<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-원본 | ![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> |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (74%)<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15** (61%)<br>정책목표 | ![08](../../data/figma_previews/08.png)<br>**08** (60%)<br>효율적인 정보의 관리와 활용 |
| SBERT-청크 | ![29](../../data/figma_previews/29.png)<br>**29** (85%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (68%)<br>BIM과 DX의 이해 | ![07](../../data/figma_previews/07.png)<br>**07** (68%)<br> |
---
## 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** (21.1)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (7.0)<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18** (6.0)<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-원본 | ![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 … |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (68%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (66%)<br>효율적인 정보의 관리와 활용 | ![15](../../data/figma_previews/15.png)<br>**15** (63%)<br>정책목표 |
| SBERT-청크 | ![29](../../data/figma_previews/29.png)<br>**29** (74%)<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18** (70%)<br>BIM과 DX의 이해 | ![08](../../data/figma_previews/08.png)<br>**08** (69%)<br>효율적인 정보의 관리와 활용 |
---
## 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** (45.9)<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12** (21.6)<br>건설산업의 목표 (BIM의 … | ![07](../../data/figma_previews/07.png)<br>**07** (16.7)<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-원본 | ![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 |
| SBERT-축약 | ![29](../../data/figma_previews/29.png)<br>**29** (72%)<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15** (54%)<br>정책목표 | ![12](../../data/figma_previews/12.png)<br>**12** (52%)<br>건설산업의 목표 (BIM의 … |
| SBERT-청크 | ![29](../../data/figma_previews/29.png)<br>**29** (84%)<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08** (59%)<br>효율적인 정보의 관리와 활용 | ![14](../../data/figma_previews/14.png)<br>**14** (59%)<br> |
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