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Our work proposes a more accurate approach to accomplish the severity prediction and semi-automatic fixer recommendation tasks. If you have interested in our work, please refer to our paper published in JSS: Towards more accurate severity prediction and fixer recommendaiton of software bugs, Vol.117, pp.166-184.