We can see that the ICSI ILP system performs better when the input bigrams have less noise (those bigrams that are not in summary).
our proposed method is slightly more robust to this kind of noise, possibly because of the weights we use in our system -the noisy bigrams have lower weights and thus less impact on the final system performance.