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Xiao-Xuan Shen

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Book Open access Sep 2026

FASC: A Feature Aspect-Level Sentiment Consistency Framework for Explainable Recommendation Evaluation

Recent research in explainable recommendation commonly uses natural language explanations to improve transparency and user trust. However, reliably evaluating whether explanations are semantically faithful to users’ multi-dimensional preferences remains challenging. Existing methods mainly rely on text similarity metri...

Chen-Fu Yu, Qing-Lin Huang, Xiao-Xuan Shen et al. · 0 citations
Review 2026

Automating Situational Judgment Tests From Likert Scales: A Multiagent LLM Framework for Literacy Assessment

Situational judgment tests (SJTs) are a well-established class of assessment instruments that embed measurement within realistic scenarios, eliciting context-driven responses that are less susceptible to social desirability bias and more effective at capturing applied judgment than traditional self-report scales. Despi...

Jian-Wen Sun, Fucheng Guo, Zongkai Yang et al. · 0 citations

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