GPTree: Towards Explainable Decision-Making via LLM-powered Decision Trees

Method and contribution

Builds decision trees with LLM-assisted splits and incorporates expert feedback to revise decision paths.

A later LLM decision-tree system with expert interaction and several split types.

Read in context

LLM decision trees: from Tree Prompting to agentic classification →

Citation

Sichao Xiong, Yigit Ihlamur, Fuat Alican, Aaron Ontoyin Yin. GPTree: Towards Explainable Decision-Making via LLM-powered Decision Trees. arXiv:2411.08257.

@misc{gptree,
  title = {{GPTree: Towards Explainable Decision-Making via LLM-powered Decision Trees}},
  author = {Xiong, Sichao and Ihlamur, Yigit and Alican, Fuat and Yin, Aaron Ontoyin},
  year = {2024},
  url = {https://arxiv.org/html/2411.08257v1},
  eprint = {2411.08257},
  archivePrefix = {arXiv}
}