[canjobear]

I wouldn't say they're irrelevant. POS tagging and dependency parsing are still useful for data science type applications, if not for full-scale natural language understanding. Maximum entropy and log-linear models aren't gone, they've just reappeared in a new form where the features come from neural nets.