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Translate or Simplify First: An Analysis of Cross-lingual Text Simplification in English and French

Cross-Lingual Text Simplification (CLTS) aims to make content more accessible across languages by simultaneously addressing both linguistic complexity and translation. This study investigates the effectiveness of different prompting strategies for CLTS between English and French using large language models (LLMs). We examine five distinct prompting systems: a direct prompt instructing the LLM to perform both translation and simplification simultaneously, two Composition approaches that either translate-then-simplify or simplify-then-translate within a single prompt, and two decomposition approaches that perform the same operations in separate, consecutive prompts. These systems are evalua...

AuthorsIdo Dahan, Omer Toledano, Roey J. Gafter et al.
Primary categorycs.CL
Published26 April 2026
Last updated at source26 April 2026
cs.CL
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