Author

Yu Wang

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#natural language process... Preprint Aug 2026

Are LLMs Positionally Consistent Ordinal Classifiers? A Systematic Evaluation

These findings show that positional robustness depends on the full system configuration rather than the model alone, and Ordinal-classification systems should therefore be selected jointly for predictive performance and stability.

Yu Wang, Zhengda Zhou, Meng-Lin Liu et al. · 1 citation

Preprint Aug 2026

Breaking the Curse of Multilinguality in Many-to-Many Speech-to-Text Translation via a Resource-Aware Mixture of Speech Encoders

Empirical analyses show that MoSE improves high-, medium-, and low-resource languages simultaneously, with the largest gains on low-resource speech, thereby breaking the curse of multilinguality without compromising high-resource performance.

Yexing Du, Kaiyuan Liu, You-Cheng Pan et al. · 0 citations