LLM Evaluation Framework

Phase 1: Evaluation Criteria Definition

1. Define use case requirements
   • Task type (generation, classification, extraction, summarization, Q&A)
   • Input characteristics (length, language, domain)
   • Output requirements (format, length, structure)
   • Latency requirements (real-time vs. batch)
   • Throughput requirements (requests per minute)
   • Cost constraints (per-token or per-request budget)
   • Privacy and data residency requirements
   • Safety and content policy requirements
2. Define evaluation metrics and weights

Evaluation Criteria Weights