Automatic Testing and Improvement of Machine Translation (TransRepair) paper reading summary

Not long ago I read the paper Automatic Testing and Improvement of Machine Translation, which proposed an automatic testing method (called TransRepair) for machine translation models in the field of software testing. Below I will summarize what this paper has to say in several aspects. Automatic Testing and Improvement of Machine Translation TransRepair is a method for automatic detection and automatic repair of machine translation software consistency problems. TransRepair provides a black box with… Read more

Structure-Invariant Testing for Machine Translation (SIT) paper reading summary

Not long ago, I read Structure-Invariant Testing for Machine Translation, a paper that presents a study on the detection of robustness problems in machine translation software systems. Below I will introduce some of my understanding from several aspects. The main content of Structure-Invariant Testing for Machine Translation SIT is mainly the research on the detection of the robustness of the machine translation software system. SIT is developed based on a metamorphic relation "structural invariance" in the metamorphosis test. The main steps of SIT are to select original sentences, generate similar sentences, and obtain from translation software... Read more

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