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# Phase 11 — Asymmetric & Ensemble 실험
**신규 A 안**: MDX 제목만 × Figma 전체(전처리됨) — 비대칭 매칭
**신규 B 안**: BM25(MDX전체×Figma전체) + Cross(MDX제목×Figma제목) 점수 합산
### 전략 × 4유닛 — 1순위 정답률
| 전략 | MDX1 팝업(18) | MDX2 2.2(14) | MDX03-1(13) | MDX03-2(29) | 합계 |
|------|---------------|--------------|-------------|-------------|------|
| BM25: MDX제목 × Figma전체 | ✗(20) | ✗(16) | ✗(20) | ✗(20) | **0/4** |
| Cross: MDX제목 × Figma전체 | ✓ | ✗(16) | ✗(15) | ✗(20) | **1/4** |
| SBERT-청크: MDX제목 × Figma전체 | ✗(13) | ✗(20) | ✗(10) | ✗(20) | **0/4** |
| E5-청크: MDX제목 × Figma전체 | ✗(16) | ✗(20) | ✗(20) | ✗(20) | **0/4** |
| BM25→Cross: MDX제목 × Figma전체 | ✓ | ✗(16) | ✗(15) | ✗(20) | **1/4** |
| Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목) | ✓ | ✗(29) | ✓ | ✓ | **3/4** |
| Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목) | ✓ | ✗(29) | ✓ | ✓ | **3/4** |
| Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목) | ✓ | ✓ | ✓ | ✓ | **4/4** |
| [기준] BM25: MDX전체 × Figma전체 (Phase 9) | ✓ | ✓ | ✗(15) | ✓ | **3/4** |
| [기준] Cross: MDX전체 × Figma전체 (Phase 9) | ✓ | ✓ | ✗(20) | ✗(26) | **2/4** |
| [기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9) | ✓ | ✓ | ✗(20) | ✓ | **3/4** |
---
## 유닛별 전략 Top-3 상세
### 1. (MDX 1) 팝업 — DX와 BIM의 구분 — 정답 Frame **18**
| 전략 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| BM25: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![14](../../data/figma_previews/14.png)<br>**14**<br> |
| Cross: MDX제목 × Figma전체 | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16**<br> |
| SBERT-청크: MDX제목 × Figma전체 | ![13](../../data/figma_previews/13.png)<br>**13**<br>필수조건 | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| E5-청크: MDX제목 × Figma전체 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![14](../../data/figma_previews/14.png)<br>**14**<br> |
| BM25→Cross: MDX제목 × Figma전체 | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![14](../../data/figma_previews/14.png)<br>**14**<br> |
| Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![17](../../data/figma_previews/17.png)<br>**17**<br>현황 및 문제점 |
| Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![17](../../data/figma_previews/17.png)<br>**17**<br>현황 및 문제점 |
| Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![17](../../data/figma_previews/17.png)<br>**17**<br>현황 및 문제점 |
| [기준] BM25: MDX전체 × Figma전체 (Phase 9) | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![17](../../data/figma_previews/17.png)<br>**17**<br>현황 및 문제점 |
| [기준] Cross: MDX전체 × Figma전체 (Phase 9) | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![17](../../data/figma_previews/17.png)<br>**17**<br>현황 및 문제점 |
| [기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9) | ⭐ ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![17](../../data/figma_previews/17.png)<br>**17**<br>현황 및 문제점 |
### 2. (MDX 2) 2.2 DX 시행 주체별 기대효과 — 정답 Frame **14**
| 전략 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| BM25: MDX제목 × Figma전체 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![13](../../data/figma_previews/13.png)<br>**13**<br>필수조건 |
| Cross: MDX제목 × Figma전체 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… |
| SBERT-청크: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![27](../../data/figma_previews/27.png)<br>**27**<br> |
| E5-청크: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 |
| BM25→Cross: MDX제목 × Figma전체 | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… |
| Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목) | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ⭐ ![14](../../data/figma_previews/14.png)<br>**14**<br> | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … |
| Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목) | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ⭐ ![14](../../data/figma_previews/14.png)<br>**14**<br> | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … |
| Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![14](../../data/figma_previews/14.png)<br>**14**<br> | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … |
| [기준] BM25: MDX전체 × Figma전체 (Phase 9) | ⭐ ![14](../../data/figma_previews/14.png)<br>**14**<br> | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… |
| [기준] Cross: MDX전체 × Figma전체 (Phase 9) | ⭐ ![14](../../data/figma_previews/14.png)<br>**14**<br> | ![23](../../data/figma_previews/23.png)<br>**23**<br>Application S/W… | ![30](../../data/figma_previews/30.png)<br>**30**<br>산업별 현황 |
| [기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9) | ⭐ ![14](../../data/figma_previews/14.png)<br>**14**<br> | ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![08](../../data/figma_previews/08.png)<br>**08**<br>효율적인 정보의 관리와 활용 |
### 3. (MDX 03) 1. DX 시행을 위한 필수요건 — 정답 Frame **13**
| 전략 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| BM25: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| Cross: MDX제목 × Figma전체 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16**<br> |
| SBERT-청크: MDX제목 × Figma전체 | ![10](../../data/figma_previews/10.png)<br>**10**<br>현장 실효성 증대 위한 **… | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| E5-청크: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![16](../../data/figma_previews/16.png)<br>**16**<br> |
| BM25→Cross: MDX제목 × Figma전체 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16**<br> |
| Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![13](../../data/figma_previews/13.png)<br>**13**<br>필수조건 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![10](../../data/figma_previews/10.png)<br>**10**<br>현장 실효성 증대 위한 **… |
| Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![13](../../data/figma_previews/13.png)<br>**13**<br>필수조건 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… |
| Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![13](../../data/figma_previews/13.png)<br>**13**<br>필수조건 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… |
| [기준] BM25: MDX전체 × Figma전체 (Phase 9) | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ⭐ ![13](../../data/figma_previews/13.png)<br>**13**<br>필수조건 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… |
| [기준] Cross: MDX전체 × Figma전체 (Phase 9) | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 |
| [기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9) | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 |
### 4. (MDX 03) 2. Process 혁신과 Product 변화 — 정답 Frame **29**
| 전략 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| BM25: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| Cross: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![16](../../data/figma_previews/16.png)<br>**16**<br> |
| SBERT-청크: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… |
| E5-청크: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … |
| BM25→Cross: MDX제목 × Figma전체 | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ![16](../../data/figma_previews/16.png)<br>**16**<br> | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 |
| Ensemble α=0.3 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … |
| Ensemble α=0.5 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| Ensemble α=0.7 (A=BM25본문×전체 + B=Cross제목×제목) | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| [기준] BM25: MDX전체 × Figma전체 (Phase 9) | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … | ![18](../../data/figma_previews/18.png)<br>**18**<br>BIM과 DX의 이해 |
| [기준] Cross: MDX전체 × Figma전체 (Phase 9) | ![26](../../data/figma_previews/26.png)<br>**26**<br> | ![20](../../data/figma_previews/20.png)<br>**20**<br>디지털 전환(DX)은 S/W… | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… |
| [기준] BM25→Cross: MDX전체 × Figma전체 (Phase 9) | ⭐ ![29](../../data/figma_previews/29.png)<br>**29**<br>좌측 배너 과정 (Proce… | ![15](../../data/figma_previews/15.png)<br>**15**<br>정책목표 | ![12](../../data/figma_previews/12.png)<br>**12**<br>건설산업의 목표 (BIM의 … |
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