Author

Youmi Suk

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#machine learning Jul 2026

Equality, Equity, and Causality in Fairness Research: A Commentary on Cheng (2026)

Cheng offers a systematic comparison between long-standing test fairness and modern algorithmic fairness, and points to directions for future fairness research across the psychometrics and AI/ML communities.

Youmi Suk · arXiv.org · 0 citations

#small language model Preprint Aug 2026

Distilling Black-Box Machine Learning into a Small, Self-Explaining Language Model for Learning Analytics

A two-stage fine-tuning pipeline is proposed that distills a fitted black-box estimator and its post hoc interpretation into a small, open-weight large language model (LLM) that returns an individual-level estimate and explains in natural language that predicts and explains offline on a commodity laptop, so student rec...

Chenguang Pan, Airui Meng, Youmi Suk · 0 citations