async function validateModelOutput(output, claims) {
  const validationPromises = claims.map(claim => 
    verifyClaim(claim)
  );
  
  const validationResults = await Promise.all(validationPromises);
  
  const validatedOutput = {
    original: output,
    claims: validationResults.map((result, index) => ({
      claim: claims[index],
      verified: result.confidence > 0.8,
      confidence: result.confidence,
      sources: result.sources
    }))
  };
  
  return validatedOutput;
}

import asyncio

async def validate_model_output(output, claims):
    validation_tasks = [verify_claim(claim) for claim in claims]
    validation_results = await asyncio.gather(*validation_tasks)
    
    validated_output = {
        'original': output,
        'claims': [
            {
                'claim': claim,
                'verified': result['confidence'] > 0.8,
                'confidence': result['confidence'],
                'sources': result['sources']
            }
            for claim, result in zip(claims, validation_results)
        ]
    }
    
    return validated_output

async function verifyTrainingData(dataset) {
  const verificationResults = await Promise.all(
    dataset.map(item => verifyDataItem(item))
  );
  
  const verified = verificationResults.filter(r => r.verified);
  const unverified = verificationResults.filter(r => !r.verified);
  
  return {
    total: dataset.length,
    verified: verified.length,
    unverified: unverified.length,
    accuracy: verified.length / dataset.length,
    issues: unverified
  };
}

import asyncio

async def verify_training_data(dataset):
    verification_tasks = [verify_data_item(item) for item in dataset]
    verification_results = await asyncio.gather(*verification_tasks)
    
    verified = [r for r in verification_results if r['verified']]
    unverified = [r for r in verification_results if not r['verified']]
    
    return {
        'total': len(dataset),
        'verified': len(verified),
        'unverified': len(unverified),
        'accuracy': len(verified) / len(dataset),
        'issues': unverified
    }

async function validateHistoricalFact(claim, date) {
  // 搜索存档中的历史数据
  const archiveResults = await searchArchive(claim.entity, date);
  
  // 与声明进行比较
  const matches = archiveResults.filter(result => 
    result.text.includes(claim.text)
  );
  
  return {
    claim,
    date,
    verified: matches.length > 0,
    confidence: matches.length / archiveResults.length,
    sources: matches
  };
}

import asyncio

async def validate_historical_fact(claim, date):
    # 搜索存档中的历史数据
    archive_results = await search_archive(claim['entity'], date)
    
    # 与声明进行比较
    matches = [
        result for result in archive_results
        if claim['text'] in result['text']
    ]
    
    return {
        'claim': claim,
        'date': date,
        'verified': len(matches) > 0,
        'confidence': len(matches) / len(archive_results) if archive_results else 0,
        'sources': matches
    }

async function crossReferenceFact(fact) {
  const sources = await Promise.all([
    searchSERP(fact.query),
    searchDeepLookup(fact.entity),
    searchArchive(fact.entity, fact.date),
    searchSite(fact.url)
  ]);
  
  // 查找来源间的共同发现
  const commonFindings = findCommonFindings(sources);
  
  return {
    fact,
    sources: sources.length,
    commonFindings,
    confidence: commonFindings.length / sources.length,
    validated: commonFindings.length >= sources.length * 0.7
  };
}

import asyncio

async def cross_reference_fact(fact):
    sources = await asyncio.gather(
        search_serp(fact['query']),
        search_deep_lookup(fact['entity']),
        search_archive(fact['entity'], fact['date']),
        search_site(fact['url'])
    )
    
    # 查找来源间的共同发现
    common_findings = find_common_findings(sources)
    
    return {
        'fact': fact,
        'sources': len(sources),
        'common_findings': common_findings,
        'confidence': len(common_findings) / len(sources) if sources else 0,
        'validated': len(common_findings) >= len(sources) * 0.7
    }