Author

Y. Gai

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Preprint Sep 2026

ExplainRoute: A Pre-Deployment Audit Framework for Non-Answer-Giving Programming Tutors

Programming tutors should support learners'own explanations rather than immediately providing model answers. We present ExplainRoute, a pre-deployment audit framework for non-answer-giving programming tutors. Given a code line and a learner explanation, it estimates the explanation state and selects one of two bounded...

Y. Gai, Ying-Ying Zhang, Xue-Fei Huang · 0 citations

Preprint Jul 2026

Comprehensive Evaluation of Large Language Model Responses: A Multi-Factor Scoring System

This study introduces a multifactor scoring paradigm, integrating accuracy, conciseness, factual consistency, readability, and coherence, complemented by a graphical user interface (GUI) for visualizing outcomes.

Yiming Gai, Junde Lu, Xuefei Huang · 0 citations