I suspect punctuation adds significant meaning to the models, that could be why so much computation is applied to it. That's not to say a pipeline couldn't be

I suspect punctuation adds significant meaning to the models, that could be why so much computation is applied to it. That's not to say a pipeline couldn't be effective.