Jinghan Jia

Xiaoling Gu and Jinghan Jia should be considered the joint first authors. Xiaoling Gu and Jinghan Jia made equal contributions to this article. X., J.Jia, X.Zhang, et al. 2026. “Machine Learning Algorithms for Detection of Autism Spectrum Disorders in Early Childhood: A Scoping Review.” Journal of Child and Adolescent Psychiatric Nursing39: e70052. Gu, https://doi.org/10.1111/jcap.70052. Conflicts of Interest The authors declare no conflicts of interest.

In task-oriented conversational AI evaluation, unsupervised methods poorly correlate with human judgments, and supervised approaches lack generalization. Recent advances in large language models (LLMs) show robust zeroshot and few-shot capabilities across NLP tasks. This paper explores using LLMs for automated dialogue quality evaluation, experimenting with various configurations on public and proprietary datasets.