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Shu-Kai Hsieh

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#natural language process... Preprint Oct 2026

Language Unalignability: Why Some Concepts Resist Cross-Cultural Benchmark Evaluation

Current evaluation of multilingual Large Language Models (LLMs) rests on an implicit Translation-Isomorphism Assumption (TIA): that semantic structures across languages are congruent and mutually mappable without loss of information. We argue that this assumption is not merely violated in practice, but ill-posed in pri...

Shu-Kai Hsieh, Da-Chen Lian · 0 citations

Balancing accuracy and efﬁciency: Evaluating encoder-and decoder-based models for word sense disambiguation and regular polysemy detection

On a large-scale all-words WSD task, the encoder model not only outperformed the decoder model but also generated substantially lower carbon emissions – an eight-fold reduction.

Pin-Er Chen, Da-Chen Lian, Shu-Kai Hsieh · 0 citations