DiaLLM: An Investigation into the Robustness-Generation Gap in English Dialect Adaptation
DiaLLM is introduced, which continually pretrains three open-weight language model families on the International Corpus of English and applies implicit and explicit post-training paradigms, each combined with three model alignment strategies, giving the first controlled comparison of these components across Australian, Indian, and Northern British English.