How LLMs Make Decisions
How LLMs make decisions is extremely complex, but it’s something you should be aware of. In this chapter, we will provide you with a comprehensive examination of the decision-making processes in LLMs, starting with an analysis of how these models use probability and statistics to process information and predict outcomes. We will then explore the complex methodology LLMs employ to interpret inputs and construct responses. Furthermore, we will address the challenges and limitations that are inherent in LLMs, such as bias and reliability issues. We will also touch upon the current state and potential difficulties in ensuring the accuracy and fairness of these models. In the concluding part of this chapter, we will discuss the progressive methods and prospective advancements in the field of LLMs, signifying a dynamic area of technological development.
In this chapter, we’ll cover the following main topics:
- Decision-making in LLMs –...