A Framework for Effective Invocation Methods of Various LLM Services

Understand

Large Language Models (LLMs) have shown impressive abilities in solving various natural language processing tasks and are now widely offered as services.

• LLM services enable users to accomplish tasks without requiring specialized knowledge, simply by paying service providers.
• However, numerous providers offer various LLM services with variations in pricing, latency, and performance.
• These factors are also affected by different invocation methods, such as the choice of context and the use of cache, which lead to unpredictable and uncontrollable service cost and quality.