The limitations of limited context for constituency parsing

Compare the above two sentences "I drink coffee with milk" and "I drink coffee with friends". They only differ at their very last words, but their parses differ at earlier places, too. Now imagine you read sentences like these. This might be a daunting task when the sentences get longer and their structures more complex. In our work, we show that this task is also difficult for some leading machine learning models for parsing.