Creative Beam Search

arXiv:2405.00099v1 Announce Type: cross
Abstract: Large language models are revolutionizing several areas, including artificial creativity. However, the process of generation in machines profoundly diverges from that observed in humans. In particular, machine generation is characterized by a lack of intentionality and an underlying creative process. We propose a method called Creative Beam Search that uses Diverse Beam Search and LLM-as-a-Judge to perform response generation and response validation. The results of a qualitative experiment show how our approach can provide better …

abstract artificial arxiv creative creative process creativity cs.ai cs.cl cs.hc cs.lg diverse however humans language language models large language large language models machine machines process search type