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Author

Ilan Shtilman

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Preprint Aug 2026

Example-Guided Prompting for Document-Level Text Simplification

Experiments on the OneStopEnglish corpus using multiple state-of-the-art LLMs show that incorporating retrieved examples consistently improves simplification quality over prompt-only generation and achieves competitive or superior performance compared with representative supervised (T5) and planning-based (PlanSimp) do...

Marina Litvak, Ariel Perstin, Ilan Shtilman et al. · 0 citations

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