No One Fits All: From Fixed Prompting to Learned Routing in Multilingual LLMs

Wei-Chi Wu, Sheng-Lun Wei, Hen-Hsen Huang +1

Translation-based prompting is widely used in multilingual LLMs, yet its effectiveness varies across languages and tasks. We evaluate prompting strategies across ten languages of d…