Exploring the Potential of Human-LLM Synergy in Advancing Qualitative Analysis: A Case Study on Mental-Illness Stigma

arXiv:2405.05758v1 Announce Type: cross
Abstract: Qualitative analysis is a challenging, yet crucial aspect of advancing research in the field of Human-Computer Interaction (HCI). Recent studies show that large language models (LLMs) can perform qualitative coding within existing schemes, but their potential for collaborative human-LLM discovery and new insight generation in qualitative analysis is still underexplored. To bridge this gap and advance qualitative analysis by harnessing the power of LLMs, we propose CHALET, a novel methodology that leverages the human-LLM collaboration …

abstract analysis arxiv case case study coding collaborative computer cs.cl cs.cy cs.hc hci human human-computer interaction language language models large language large language models llm llms research show studies study synergy type