She suddenly burst out laughing.

Literal

She [topic-は] suddenly burst-out-laughing.

笑い出す: 笑う ('laugh') + ~だす ('suddenly start') — 'burst out laughing.' Captures the sudden onset, distinct from 笑い始める ('start to laugh,' more measured).