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We then develop a deep triplet-ranking model for instance-level SBIR with a novel data augmentation and staged pre-training strategy to alleviate the issue of insufficient fine-grained training data .
 used for: deep triplet-ranking model, instance-level SBIR; used for: deep triplet-ranking model, insufficient fine-grained training data; used for: data augmentation, deep triplet-ranking model; conjunction: data augmentation, staged pre-training strategy; used for: staged pre-training strategy, deep triplet-ranking model
Given a phrase that describes the relationship between two words, extract the words and the lexical relationship between them. The output format should be "relation1: word1, word2; relation2: word3, word4". 
Option: conjunction, feature of, hyponym of, used for, part of, compare, evaluate for 
Text: {0} 
Answer:
 used for: deep triplet-ranking model, instance-level SBIR; used for: deep triplet-ranking model, insufficient fine-grained training data; used for: data augmentation, deep triplet-ranking model; conjunction: data augmentation, staged pre-training strategy; used for: staged pre-training strategy, deep triplet-ranking model