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insight - Translation
Geometric Representational Disparities in Multilingual and Bilingual Translation Models
Multilingual decoder representations have reduced isotropy compared to bilingual models, impacting performance.
Enhancing Hokkien Dual Translation by Standardizing Writing Systems
Developing a dual translation model for Taiwanese Hokkien bridges the resource gap, emphasizing the importance of monolingual corpora and standardization.
Analyzing the Role of Context in Chat Translation Evaluation
The author explores the impact of context on evaluating chat translation quality, highlighting the need for robust metrics to capture errors specific to conversational texts.
Evaluating Multimodal Translation Models on Text Datasets
The author argues for evaluating multimodal translation models using a framework that considers visual information and the ability to translate complex sentences. They propose a new evaluation method to address the limitations of current evaluation practices.
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