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cs.CL2026
Reader Proficiency Shapes Layer-wise Surprisal Profiles
Akio Hayakawa, Horacio Saggion
Reading behaviour varies not only with linguistic input, but also with reader proficiency. In this study, we investigate whether the layer-wise relationship between surprisal from…
cs.CL2025
Towards Trustworthy Lexical Simplification: Exploring Safety and Efficiency with Small LLMs
Akio Hayakawa, Stefan Bott, Horacio Saggion
Despite their strong performance, large language models (LLMs) face challenges in real-world application of lexical simplification (LS), particularly in privacy-sensitive and resou…