ChatCite: LLM Agent with Human Workflow Guidance for Comparative Literature Summary

arXiv:2403.02574v1 Announce Type: cross
Abstract: The literature review is an indispensable step in the research process. It provides the benefit of comprehending the research problem and understanding the current research situation while conducting a comparative analysis of prior works. However, literature summary is challenging and time consuming. The previous LLM-based studies on literature review mainly focused on the complete process, including literature retrieval, screening, and summarization. However, for the summarization step, simple CoT method often lacks the ability to provide …

abstract agent analysis arxiv benefit comparative analysis cs.ai cs.cl cs.ir current guidance human literature llm prior process research research process review summary type understanding workflow