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Maltese Language
arXiv (Cornell University)
Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks
2025
Decoder-based transformers, while revolutionizing language modeling and scaling to immense sizes, have not completely overtaken encoder-heavy architectures in natural language processing. Specifically, encoder-only models remain dominant in tasks like classif…
Article

Maltese Language

Semitic language spoken mostly in Malta

Maltese (Maltese: Malti , also L-Ilsien Malti or Il-Lingwa Maltija ) is a Semitic language derived from late medieval Sicilian Arabic with Romance superstrata spoken by the Maltese people. It is the national language of Malta and the only official Semitic and Afro-Asiatic language of the European Union. Maltese is a Latinized variety of spoken historical Arabic through its descent from Siculo-Arabic, which developed as a Maghrebi Arabic dialect in the Emirate of Sicily between 831 and 1091. As a result of the Norman invasion of Malta and the subsequent re-Christianization of the islands, Maltese evolved independently of Classical Arabic in a gradual process of latinization.

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arXiv (Cornell University)
Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks
2025
Decoder-based transformers, while revolutionizing language modeling and scaling to immense sizes, have not completely overtaken encoder-heavy architectures in natural language processing. Specifically, encoder-only models remain dominant in tasks like classification, regression, and ranking. This is primarily due to the inherent structure of decoder-based models, which limits their direct applicability to these tasks. In this paper, we introduce Gemma Encoder, adapting the powerful Gemma decoder model to an encode…
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