Before revision:  Though cheaper than human annotators, weak sources usually yield incomplete, inaccurate, or contradictorypredictions .
After revision:  Though cheaper than human annotators, weak sources usually yield incomplete, inaccurate, and contradictory, making it difficult to learn an accurate NER model .