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Hey everyone, Im Vilm Zouhar, and Ill be presenting our paper on machine translation quality estimation - a collaborative effort with multiple co-authors and proofreaders. This video wont go into details of the paper, but motivates the problem at hand. I hope that afterwards youll be excited to read the paper on your own. Well start by looking at what quality estimation is and why its important. Then, well explore how it solves the problem of data scarcity and how it relates to human judgement and automated metrics. Finally, well discuss the broader perspective of quality estimation. Skipping over an ocean of nuances for the sake of time, quality estimation is a function that judges how good a translation is without a reference. It takes in a source sentence in German and your translation in English. Heres an example of a translation error that it could catch, namely happy pizza. From an industry and user perspective, quality estimation is crucial. N