Question: How much better than the baseline is LiLi?
Answer: In case of Freebase knowledge base, LiLi model had better F1 score than the single model by 0.20 , 0.01, 0.159 for kwn, unk, and all test Rel type.  The values for WordNet are 0.25, 0.1, 0.2.