466 lines
19 KiB
PowerShell
466 lines
19 KiB
PowerShell
# 评估脚本
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$ErrorActionPreference = "Stop"
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# 配置
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$goldStandardFile = "tools/experiments/wiki-generation-compare/gold-standard.json"
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$groupADir = "tools/experiments/wiki-generation-compare/output/group-a/wiki"
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$groupBDir = "tools/experiments/wiki-generation-compare/output/group-b/wiki"
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$reportFile = "tools/experiments/wiki-generation-compare/output/report.md"
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Write-Host "=== 开始评估 ===" -ForegroundColor Cyan
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# 检查金标准文件
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if (!(Test-Path $goldStandardFile)) {
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Write-Host "✗ 金标准文件不存在: $goldStandardFile" -ForegroundColor Red
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exit 1
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}
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# 加载金标准
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$goldStandard = Get-Content $goldStandardFile -Raw | ConvertFrom-Json
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# 定义权重
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$weights = @{
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contentCompleteness = 0.4
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technicalCompliance = 0.3
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maintainability = 0.2
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efficiency = 0.1
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}
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# 辅助函数：计算术语覆盖度
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function Calculate-TermCoverage {
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param (
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[string]$wikiDir,
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[hashtable]$goldTerms
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)
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# 获取所有生成的 Wiki 文件
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$wikiFiles = Get-ChildItem -Path $wikiDir -Recurse -Filter "*.md" -ErrorAction SilentlyContinue
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$generatedTerms = @{}
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if ($wikiFiles) {
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foreach ($file in $wikiFiles) {
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$termName = $file.BaseName
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$generatedTerms[$termName] = @{
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file = $file.FullName
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hasDefinition = $false
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hasSourceLink = $false
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hasLineNumber = $false
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}
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# 检查内容
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$content = Get-Content $file.FullName -Raw -Encoding UTF8
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# 检查是否有定义
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if ($content -match "> \*\*一句话定义\*\*") {
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$generatedTerms[$termName].hasDefinition = $true
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}
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# 检查是否有来源链接
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if ($content -match "\[\[raw/呼吸之间_李谨伯") {
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$generatedTerms[$termName].hasSourceLink = $true
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}
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# 检查是否有行号标注
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if ($content -match "\[raw:.*:\d+\]") {
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$generatedTerms[$termName].hasLineNumber = $true
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}
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}
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}
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# 计算覆盖度
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$coveredCount = 0
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$totalTerms = $goldTerms.Count
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foreach ($term in $goldTerms.Keys) {
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if ($generatedTerms.ContainsKey($term)) {
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$coveredCount++
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}
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}
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$coverageRate = if ($totalTerms -gt 0) { $coveredCount / $totalTerms } else { 0 }
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@{
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totalGoldTerms = $totalTerms
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coveredTerms = $coveredCount
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coverageRate = $coverageRate
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generatedTerms = $generatedTerms
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missedTerms = $goldTerms.Keys | Where-Object { -not $generatedTerms.ContainsKey($_) }
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}
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}
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# 辅助函数：评估 Frontmatter 规范性
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function Evaluate-Frontmatter {
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param (
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[string]$wikiDir
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)
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$wikiFiles = Get-ChildItem -Path $wikiDir -Recurse -Filter "*.md" -ErrorAction SilentlyContinue
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$results = @()
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$requiredFields = @("categories", "tags", "created", "source", "type")
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if ($wikiFiles) {
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foreach ($file in $wikiFiles) {
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$content = Get-Content $file.FullName -Raw -Encoding UTF8
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$fileResult = @{
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file = $file.Name
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hasFrontmatter = $false
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requiredFieldsComplete = 0
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requiredFieldsTotal = $requiredFields.Count
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hasCategories = $false
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hasTags = $false
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hasCreated = $false
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hasSource = $false
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hasType = $false
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booleanQuotes = $true
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yamlValid = $true
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}
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# 检查是否有 YAML frontmatter
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if ($content -match "^---\n(.*?)\n---") {
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$fileResult.hasFrontmatter = $true
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$frontmatter = $matches[1]
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# 检查必需字段
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foreach ($field in $requiredFields) {
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if ($frontmatter -match "$field:") {
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$fileResult."has$($field -replace '\s', '')" = $true
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$fileResult.requiredFieldsComplete++
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}
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}
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# 检查布尔值是否用引号包裹
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if ($content -match ":\s*(true|false)\s*$") {
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if (!($content -match ':\s*"(true|false)"')) {
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$fileResult.booleanQuotes = $false
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}
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}
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}
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$results += $fileResult
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}
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}
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# 计算总体得分
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$totalFiles = $results.Count
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if ($totalFiles -gt 0) {
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$avgFieldCompleteness = ($results | ForEach-Object { $_.requiredFieldsComplete / $_.requiredFieldsTotal } | Measure-Object -Average).Average
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$booleanComplianceRate = ($results | Where-Object { $_.booleanQuotes } | Measure-Object).Count / $totalFiles
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} else {
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$avgFieldCompleteness = 0
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$booleanComplianceRate = 1.0
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}
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@{
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totalFiles = $totalFiles
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avgFieldCompleteness = $avgFieldCompleteness
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booleanComplianceRate = $booleanComplianceRate
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results = $results
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}
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}
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# 辅助函数：评估 Wikilink 质量
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function Evaluate-Wikilinks {
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param (
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[string]$wikiDir,
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[hashtable]$generatedTerms
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)
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$wikiFiles = Get-ChildItem -Path $wikiDir -Recurse -Filter "*.md" -ErrorAction SilentlyContinue
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$totalLinks = 0
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$validLinks = 0
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$invalidLinks = @()
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if ($wikiFiles) {
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foreach ($file in $wikiFiles) {
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$content = Get-Content $file.FullName -Raw -Encoding UTF8
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# 查找所有 wikilinks
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$links = [regex]::Matches($content, "\[\[([^\]]+)\]\]")
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foreach ($link in $links) {
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$totalLinks++
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$target = $link.Groups[1].Value
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# 检查目标是否存在
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if ($generatedTerms.ContainsKey($target)) {
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$validLinks++
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} else {
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$invalidLinks += @{
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source = $file.Name
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target = $target
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}
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}
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}
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}
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}
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@{
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totalLinks = $totalLinks
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validLinks = $validLinks
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invalidLinks = $invalidLinks
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linkAccuracyRate = if ($totalLinks -gt 0) { $validLinks / $totalLinks } else { 1.0 }
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}
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}
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# 构建金标准术语表
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$goldTerms = @{}
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$goldStandard.concepts | ForEach-Object { $goldTerms[$_.term] = $_ }
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$goldStandard.methods | ForEach-Object { $goldTerms[$_.term] = $_ }
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$goldStandard.entities | ForEach-Object { $goldTerms[$_.term] = $_ }
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# 评估 A 组
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Write-Host "`n评估 A 组..." -ForegroundColor Green
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$groupATermCoverage = Calculate-TermCoverage -wikiDir $groupADir -goldTerms $goldTerms
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$groupAFrontmatter = Evaluate-Frontmatter -wikiDir $groupADir
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$groupAWikilinks = Evaluate-Wikilinks -wikiDir $groupADir -generatedTerms $groupATermCoverage.generatedTerms
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# 评估 B 组
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Write-Host "`n评估 B 组..." -ForegroundColor Green
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$groupBTermCoverage = Calculate-TermCoverage -wikiDir $groupBDir -goldTerms $goldTerms
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$groupBFrontmatter = Evaluate-Frontmatter -wikiDir $groupBDir
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$groupBWikilinks = Evaluate-Wikilinks -wikiDir $groupBDir -generatedTerms $groupBTermCoverage.generatedTerms
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# 加载元数据
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$groupAMetadata = $null
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$groupBMetadata = $null
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$metadataFileA = "tools/experiments/wiki-generation-compare/output/group-a/metadata.json"
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$metadataFileB = "tools/experiments/wiki-generation-compare/output/group-b/metadata.json"
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if (Test-Path $metadataFileA) {
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$groupAMetadata = Get-Content $metadataFileA -Raw | ConvertFrom-Json
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}
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if (Test-Path $metadataFileB) {
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$groupBMetadata = Get-Content $metadataFileB -Raw | ConvertFrom-Json
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}
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# 计算得分
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function Calculate-Score {
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param (
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[hashtable]$termCoverage,
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[hashtable]$frontmatter,
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[hashtable]$wikilinks,
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[hashtable]$metadata,
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[hashtable]$weights
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)
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# 内容完整性（40%）
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$coverageScore = $termCoverage.coverageRate
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$definitionQuality = if ($termCoverage.generatedTerms.Count -gt 0) {
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($termCoverage.generatedTerms.Values | Where-Object { $_.hasDefinition } | Measure-Object).Count / $termCoverage.generatedTerms.Count
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} else { 0 }
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$sourceLinkQuality = if ($termCoverage.generatedTerms.Count -gt 0) {
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($termCoverage.generatedTerms.Values | Where-Object { $_.hasSourceLink } | Measure-Object).Count / $termCoverage.generatedTerms.Count
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} else { 0 }
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$lineNumberQuality = if ($termCoverage.generatedTerms.Count -gt 0) {
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($termCoverage.generatedTerms.Values | Where-Object { $_.hasLineNumber } | Measure-Object).Count / $termCoverage.generatedTerms.Count
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} else { 0 }
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$contentCompleteness = ($coverageScore * 0.4 + $definitionQuality * 0.3 + $sourceLinkQuality * 0.2 + $lineNumberQuality * 0.1)
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# 技术规范性（30%）
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$fieldCompleteness = $frontmatter.avgFieldCompleteness
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$booleanCompliance = $frontmatter.booleanComplianceRate
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$linkQuality = $wikilinks.linkAccuracyRate
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$technicalCompliance = ($fieldCompleteness * 0.4 + $booleanCompliance * 0.3 + $linkQuality * 0.3)
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# 可维护性（20%）
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# 简化处理：如果有元数据就给分
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$maintainability = if ($metadata) { 0.8 } else { 0.5 }
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# 效率成本（10%）
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# 基于时间成本，越快越好
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$timeCost = if ($metadata) { $metadata.durationMinutes } else { 0 }
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$efficiency = if ($timeCost -eq 0) { 0.5 } elseif ($timeCost -lt 10) { 1.0 } elseif ($timeCost -lt 20) { 0.8 } else { 0.6 }
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# 总分
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$totalScore = $contentCompleteness * $weights.contentCompleteness + `
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$technicalCompliance * $weights.technicalCompliance + `
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$maintainability * $weights.maintainability + `
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$efficiency * $weights.efficiency
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@{
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contentCompleteness = $contentCompleteness
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technicalCompliance = $technicalCompliance
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maintainability = $maintainability
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efficiency = $efficiency
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totalScore = $totalScore
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}
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}
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$groupAScores = Calculate-Score -termCoverage $groupATermCoverage -frontmatter $groupAFrontmatter -wikilinks $groupAWikilinks -metadata $groupAMetadata -weights $weights
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$groupBScores = Calculate-Score -termCoverage $groupBTermCoverage -frontmatter $groupBFrontmatter -wikilinks $groupBWikilinks -metadata $groupBMetadata -weights $weights
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# 生成报告
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$aStartTime = if ($groupAMetadata) { $groupAMetadata.startTime } else { "N/A" }
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$aEndTime = if ($groupAMetadata) { $groupAMetadata.endTime } else { "N/A" }
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$aDuration = if ($groupAMetadata) { $groupAMetadata.durationMinutes } else { 0 }
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$aPages = if ($groupAMetadata) { $groupAMetadata.pagesGenerated } else { $groupATermCoverage.generatedTerms.Count }
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$bStartTime = if ($groupBMetadata) { $groupBMetadata.startTime } else { "N/A" }
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$bEndTime = if ($groupBMetadata) { $groupBMetadata.endTime } else { "N/A" }
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$bDuration = if ($groupBMetadata) { $groupBMetadata.durationMinutes } else { 0 }
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$bPages = if ($groupBMetadata) { $groupBMetadata.pagesGenerated } else { $groupBTermCoverage.generatedTerms.Count }
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$aMissedTerms = if ($groupATermCoverage.missedTerms) { $groupATermCoverage.missedTerms -join ', ' } else { "无" }
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$bMissedTerms = if ($groupBTermCoverage.missedTerms) { $groupBTermCoverage.missedTerms -join ', ' } else { "无" }
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$aInvalidLinks = if ($groupAWikilinks.invalidLinks) { $groupAWikilinks.invalidLinks | ForEach-Object { "$($_.source) → $($_.target)" } -join '; ' } else { "无" }
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$bInvalidLinks = if ($groupBWikilinks.invalidLinks) { $groupBWikilinks.invalidLinks | ForEach-Object { "$($_.source) → $($_.target)" } -join '; ' } else { "无" }
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$report = @"
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# Wiki 生成质量对比实验报告
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## 实验概览
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- **测试文件**: raw/呼吸之间_李谨伯/第一编 从身体入手.md
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- **金标准术语数**: $($goldTerms.Count)
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- **A 组模式**: Two-Step（分析 + 生成）
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- **B 组模式**: Single-Step（直接生成）
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- **权重配置**: 40% 内容完整性 + 30% 技术规范性 + 20% 可维护性 + 10% 效率成本
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## 执行时间
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| 组别 | 模式 | 开始时间 | 结束时间 | 耗时（分钟） | 生成页面数 |
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|------|------|----------|----------|-------------|-----------|
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| A 组 | Two-Step | $aStartTime | $aEndTime | $aDuration | $aPages |
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| B 组 | Single-Step | $bStartTime | $bEndTime | $bDuration | $bPages |
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## 详细得分
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### A 组（Two-Step）
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| 维度 | 得分 | 权重 | 加权得分 |
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|------|------|------|---------|
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| 内容完整性 | $([math]::Round($groupAScores.contentCompleteness * 100, 1))% | 40% | $([math]::Round($groupAScores.contentCompleteness * 0.4 * 100, 1)) |
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| 技术规范性 | $([math]::Round($groupAScores.technicalCompliance * 100, 1))% | 30% | $([math]::Round($groupAScores.technicalCompliance * 0.3 * 100, 1)) |
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| 可维护性 | $([math]::Round($groupAScores.maintainability * 100, 1))% | 20% | $([math]::Round($groupAScores.maintainability * 0.2 * 100, 1)) |
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| 效率成本 | $([math]::Round($groupAScores.efficiency * 100, 1))% | 10% | $([math]::Round($groupAScores.efficiency * 0.1 * 100, 1)) |
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| **总分** | - | **100%** | **$([math]::Round($groupAScores.totalScore * 100, 1))** |
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### B 组（Single-Step）
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| 维度 | 得分 | 权重 | 加权得分 |
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|------|------|------|---------|
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| 内容完整性 | $([math]::Round($groupBScores.contentCompleteness * 100, 1))% | 40% | $([math]::Round($groupBScores.contentCompleteness * 0.4 * 100, 1)) |
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| 技术规范性 | $([math]::Round($groupBScores.technicalCompliance * 100, 1))% | 30% | $([math]::Round($groupBScores.technicalCompliance * 0.3 * 100, 1)) |
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| 可维护性 | $([math]::Round($groupBScores.maintainability * 100, 1))% | 20% | $([math]::Round($groupBScores.maintainability * 0.2 * 100, 1)) |
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| 效率成本 | $([math]::Round($groupBScores.efficiency * 100, 1))% | 10% | $([math]::Round($groupBScores.efficiency * 0.1 * 100, 1)) |
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| **总分** | - | **100%** | **$([math]::Round($groupBScores.totalScore * 100, 1))** |
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## 详细对比
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### 1. 术语覆盖度
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| 组别 | 金标准术语数 | 覆盖术语数 | 覆盖率 | 未覆盖术语 |
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|------|-------------|-----------|--------|-----------|
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| A 组 | $($groupATermCoverage.totalGoldTerms) | $($groupATermCoverage.coveredTerms) | $([math]::Round($groupATermCoverage.coverageRate * 100, 1))% | $aMissedTerms |
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| B 组 | $($groupBTermCoverage.totalGoldTerms) | $($groupBTermCoverage.coveredTerms) | $([math]::Round($groupBTermCoverage.coverageRate * 100, 1))% | $bMissedTerms |
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**A 组未覆盖术语**: $aMissedTerms
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**B 组未覆盖术语**: $bMissedTerms
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### 2. Frontmatter 规范性
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| 组别 | 总文件数 | 平均字段完整度 | 布尔值合规率 |
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|------|---------|---------------|-------------|
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| A 组 | $($groupAFrontmatter.totalFiles) | $([math]::Round($groupAFrontmatter.avgFieldCompleteness * 100, 1))% | $([math]::Round($groupAFrontmatter.booleanComplianceRate * 100, 1))% |
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| B 组 | $($groupBFrontmatter.totalFiles) | $([math]::Round($groupBFrontmatter.avgFieldCompleteness * 100, 1))% | $([math]::Round($groupBFrontmatter.booleanComplianceRate * 100, 1))% |
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### 3. Wikilink 质量
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| 组别 | 总链接数 | 有效链接数 | 无效链接数 | 链接准确率 |
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|------|---------|-----------|-----------|-----------|
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| A 组 | $($groupAWikilinks.totalLinks) | $($groupAWikilinks.validLinks) | $($groupAWikilinks.invalidLinks.Count) | $([math]::Round($groupAWikilinks.linkAccuracyRate * 100, 1))% |
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| B 组 | $($groupBWikilinks.totalLinks) | $($groupBWikilinks.validLinks) | $($groupBWikilinks.invalidLinks.Count) | $([math]::Round($groupBWikilinks.linkAccuracyRate * 100, 1))% |
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**A 组无效链接**: $aInvalidLinks
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**B 组无效链接**: $bInvalidLinks
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### 4. 内容质量细节
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| 组别 | 有定义 | 有来源链接 | 有行号标注 |
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|------|--------|-----------|-----------|
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| A 组 | $(($groupATermCoverage.generatedTerms.Values | Where-Object { $_.hasDefinition } | Measure-Object).Count) / $($groupATermCoverage.generatedTerms.Count) | $(($groupATermCoverage.generatedTerms.Values | Where-Object { $_.hasSourceLink } | Measure-Object).Count) / $($groupATermCoverage.generatedTerms.Count) | $(($groupATermCoverage.generatedTerms.Values | Where-Object { $_.hasLineNumber } | Measure-Object).Count) / $($groupATermCoverage.generatedTerms.Count) |
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| B 组 | $(($groupBTermCoverage.generatedTerms.Values | Where-Object { $_.hasDefinition } | Measure-Object).Count) / $($groupBTermCoverage.generatedTerms.Count) | $(($groupBTermCoverage.generatedTerms.Values | Where-Object { $_.hasSourceLink } | Measure-Object).Count) / $($groupBTermCoverage.generatedTerms.Count) | $(($groupBTermCoverage.generatedTerms.Values | Where-Object { $_.hasLineNumber } | Measure-Object).Count) / $($groupBTermCoverage.generatedTerms.Count) |
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## 结论
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### 综合评价
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$(
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if ($groupAScores.totalScore -gt $groupBScores.totalScore) {
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"**A 组（Two-Step 模式）总分更高，推荐使用。**"
|
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} elseif ($groupBScores.totalScore -gt $groupAScores.totalScore) {
|
||
"**B 组（Single-Step 模式）总分更高，推荐使用。**"
|
||
} else {
|
||
"**A 组和 B 组得分相当，可根据其他因素选择。**"
|
||
}
|
||
)
|
||
|
||
### 各维度对比
|
||
|
||
$(
|
||
if ($groupAScores.contentCompleteness -gt $groupBScores.contentCompleteness) {
|
||
"- **内容完整性**：A 组优于 B 组（$([math]::Round($groupAScores.contentCompleteness * 100, 1))% vs $([math]::Round($groupBScores.contentCompleteness * 100, 1))%）"
|
||
} else {
|
||
"- **内容完整性**：B 组优于 A 组（$([math]::Round($groupBScores.contentCompleteness * 100, 1))% vs $([math]::Round($groupAScores.contentCompleteness * 100, 1))%）"
|
||
}
|
||
)
|
||
|
||
$(
|
||
if ($groupAScores.technicalCompliance -gt $groupBScores.technicalCompliance) {
|
||
"- **技术规范性**：A 组优于 B 组（$([math]::Round($groupAScores.technicalCompliance * 100, 1))% vs $([math]::Round($groupBScores.technicalCompliance * 100, 1))%）"
|
||
} else {
|
||
"- **技术规范性**：B 组优于 A 组（$([math]::Round($groupBScores.technicalCompliance * 100, 1))% vs $([math]::Round($groupAScores.technicalCompliance * 100, 1))%）"
|
||
}
|
||
)
|
||
|
||
$(
|
||
if ($groupAScores.efficiency -gt $groupBScores.efficiency) {
|
||
"- **效率成本**：A 组优于 B 组"
|
||
} else {
|
||
"- **效率成本**：B 组优于 A 组"
|
||
}
|
||
)
|
||
|
||
### 建议与改进方向
|
||
|
||
1. **术语覆盖度改进**：
|
||
- A 组未覆盖的术语：$aMissedTerms
|
||
- B 组未覆盖的术语：$bMissedTerms
|
||
|
||
2. **Frontmatter 规范性改进**：
|
||
- 确保所有必需字段完整
|
||
- 布尔值必须用引号包裹
|
||
|
||
3. **Wikilink 质量改进**：
|
||
- 减少无效链接
|
||
- 提高同批次术语间的链接密度
|
||
|
||
## 附录：生成页面列表
|
||
|
||
### A 组生成页面
|
||
$($groupATermCoverage.generatedTerms.Keys -join ", ")
|
||
|
||
### B 组生成页面
|
||
$($groupBTermCoverage.generatedTerms.Keys -join ", ")
|
||
|
||
---
|
||
|
||
**报告生成时间**: $(Get-Date -Format "yyyy-MM-dd HH:mm:ss")
|
||
"@
|
||
|
||
# 保存报告
|
||
$report | Out-File $reportFile -Encoding UTF8
|
||
|
||
Write-Host "`n=== 评估完成 ===" -ForegroundColor Cyan
|
||
Write-Host "报告已保存到 $reportFile" -ForegroundColor Green
|
||
Write-Host "`n总分对比:" -ForegroundColor Yellow
|
||
Write-Host "A 组（Two-Step）: $([math]::Round($groupAScores.totalScore * 100, 1)) 分" -ForegroundColor Cyan
|
||
Write-Host "B 组（Single-Step）: $([math]::Round($groupBScores.totalScore * 100, 1)) 分" -ForegroundColor Cyan
|
||
|
||
# 显示报告摘要
|
||
Write-Host "`n" -NoNewline
|
||
Get-Content $reportFile -Encoding UTF8 | Select-Object -First 50 |