Yup, I’d look it up as “Wrong pickup girls dungeon anime,” whereas I’d probably butcher “Danmachi” and probably not recognize it when searching (“Danmachi” doesn’t show up anywhere in the title, it’s split across two very separated words).

So I absolutely would prefer the English title because I’d probably actually find the anime.