Understanding the Role of Temperature in Diverse Question Generation by GPT-4

arXiv:2404.09366v1 Announce Type: new
Abstract: We conduct a preliminary study of the effect of GPT's temperature parameter on the diversity of GPT4-generated questions. We find that using higher temperature values leads to significantly higher diversity, with different temperatures exposing different types of similarity between generated sets of questions. We also demonstrate that diverse question generation is especially difficult for questions targeting lower levels of Bloom's Taxonomy.

abstract arxiv cs.ai cs.cl diverse diversity generated gpt gpt-4 gpt4 leads question questions role study type types understanding values