Author

Dai-Qiao Zhang

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#machine learning Preprint Nov 2026

Information-Matched Auditing of Conversational Emotion-Shift Forecasting: A Leakage-Safe Evaluation Protocol

Comparisons in conversational emotion-shift forecasting are easily distorted when a learned model receives rich features but its transition baseline is given a noisy or unavailable current-emotion label, when hyperparameter budgets differ, or when target-turn information enters the representation. We present an informa...

Bin Wen, Dai-Qiao Zhang, Tien-Ping Tan · 0 citations

#machine learning Preprint Oct 2026

Partial-Revelation Panel Forecasting: Predictive Information Gain, Allocation, and Coarsening-Consistent Operators

Coarsened-consistent panel operators with a closed-form Dirichlet-multinomial realization, learned completion, and rater-count transfer are defined, with modest and corpus-dependent gains, with several small or null partial-revelation differences.

Bin Wen, Dai-Qiao Zhang, Tien-Ping Tan · 0 citations