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NQL Query Understanding System

Intelligent query processing using transformer embeddings and FAISS vector search

Natural Language Query

System Features

  • • Transformer embeddings for semantic understanding
  • • FAISS vector search for similarity matching
  • • 22% reduction in irrelevant retrievals
  • • Hospitality/dining domain optimization
Search Results

Enter a natural language query to find restaurants

Technical Implementation

Core Technologies

  • • TypeScript for type safety
  • • FAISS for vector search
  • • Transformers for embeddings
  • • NLP preprocessing pipeline

Key Metrics

  • • 22% reduction in irrelevant results
  • • Sub-second query processing
  • • 94%+ semantic similarity accuracy
  • • Hospitality domain optimized

Use Cases

  • • Restaurant discovery
  • • Hospitality search
  • • Semantic query understanding
  • • Personalized recommendations