Bias Beneath the Tone: Empirical Characterisation of Tone Bias in LLM-Driven UX Systems

Heet Bodara, Md Masum Mushfiq, Isma Farah Siddiqui

Large Language Models are increasingly used in conversational systems such as digital personal assistants, shaping how people interact with technology through language. While their…