The whole idea of LLMs is to replicate human language, as in have LLM output replicate language spoken by humans.

Here's something about improving it: Enhancing Human-Like Responses in Large Language Models

Here's a big thing about temperature: https://www.ibm.com/think/topics/llm-temperature