UZHCL_for_the_win at Touché: Encoder Fine-Tuning, Synthetic Augmentation, and an Underpowered Encoder–LLM Comparison
Stylianos Psychias
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A large-scale empirical study across a diverse set of embedding models and 275+ languages spanning three parallel datasets, exposing persistent gaps in cross-lingual semantic representation that track language prevalence in training resources and subword tokenization.
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