Author

Jin-Wen Tang

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#natural language process... Preprint Sep 2026

LLMersion: A Local-First AI Agent Framework for Low-Cost Home Language Learning toward Educational Equity

LLMersion is proposed, a scheme for AI for education that runs entirely at home, over the learner's own documents, with an AI-written, AI-understood, AI-updated codebase anyone can customize; and presents LLMersion-1, a released open-source prototype.

Qi-Ming Guo, Jin-Wen Tang, Xing-Ran Huang et al. · 0 citations

#machine learning Preprint Sep 2026

When Compliance Data Masquerades as Evaluation: Measurement Validity for Deployed AI Systems

We argue that a recurring failure in the evaluation of deployed AI systems occurs when data collected for operational monitoring or regulatory compliance are interpreted as if they were designed for comparative evaluation. Automated driving provides a concrete example of this problem. U.S. disengagement and crash-repor...

Hung-Yu Lin, Xing-Ran Huang, Qi-Ming Guo et al. · 0 citations