sentence1: to alleviate the noise issue caused by distant supervision , riedel et al and hoffmann et al propose multi-instance learning mechanisms .
sentence2: to combat the noisy training data produced by heuristic labeling in distant supervision , researchers exploited multi-instance learning models .