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GAIA Benchmark Testing Suite

🧪 Production-ready GAIA benchmark integration for Revolution 2.0

✅ Completed Implementation

Core Features

  • ✅ GaiaAgent Class with LangChain integration
  • ✅ 400+ benchmark questions across 7 categories
  • ✅ Official submission format generator (JSONL)
  • ✅ Production error handling and logging
  • ✅ Progress tracking and performance metrics
  • ✅ CLI integration with interactive menu

Categories Covered

  • Reasoning - Logical puzzles, mathematical problems
  • Knowledge - Facts, history, science
  • Coding - Programming, algorithms
  • Language - Comprehension, translation
  • Multimodal - Multiple data type processing
  • Ethics - Moral reasoning, philosophy
  • Science - Scientific methodology

🚀 Quick Start

# Interactive mode
node bin/cli.js
# Select "🧪 GAIA Benchmark Testing Suite"

# Direct command
node bin/cli.js gaia --max-questions 10 --generate-submission

# Full benchmark
node bin/cli.js gaia --max-questions 400 --generate-submission --summary

📊 Submission Ready

The system generates official GAIA submission files:

  • JSONL format with task_id, model_answer, reasoning_trace
  • Proper answer formatting with "FINAL ANSWER:" pattern
  • Automatic normalization for string/number/list answers
  • Complete reasoning traces for transparency

🎯 Production Features

LangChain Tool Integration

  • DuckDuckGo Search - Current information
  • Wikipedia Search - Factual data
  • Calculator - Mathematical operations
  • Logical Reasoning - Structured problem solving
  • Knowledge Verification - Fact checking

Performance Tracking

  • Confidence scoring for each answer
  • Response time analysis
  • Tool usage patterns
  • Category-specific metrics
  • Success rate monitoring

Error Handling

  • Graceful degradation when tools fail
  • Fallback mechanisms for reliability
  • Comprehensive logging for debugging
  • Production-ready exception handling

📁 File Structure

revolution/
├── src/
│   ├── agents/gaiaAgent.js     # Main GAIA agent
│   └── config/gaia-benchmark-config.js # 400+ questions
├── submissions/                 # Generated submission files
├── reports/                    # Detailed performance reports
└── GAIA_INTEGRATION.md        # Full documentation

🎮 Usage Modes

  1. Quick Test - 10 questions for validation
  2. Full Test - 50 questions with submission
  3. Custom Test - Choose categories/difficulty
  4. Generate Submission - Create official GAIA files

📈 Performance Reports

Generate comprehensive analysis:

  • Executive summary with key metrics
  • Category breakdown by performance
  • Tool usage statistics
  • Recommendations for improvement
  • Submission readiness checklist

🔧 Configuration

const agent = new GaiaAgent({
  model: "mixtral-8x7b-32768",
  enableTools: true,
  temperature: 0.2,
  maxTokens: 4000,
  maxIterations: 5
});

🎯 Ready for Production

  • ✅ 400+ questions ready for testing
  • ✅ Official GAIA format compliance
  • ✅ LangChain tools integration
  • ✅ Production logging and error handling
  • ✅ Performance monitoring and reporting
  • ✅ CLI interface with interactive menu
  • ✅ Submission file generation

The GAIA benchmark integration is now production-ready and can be submitted to the official GAIA leaderboard! 🚀