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hi there welcome to the new video today weamp;#39;ll be going through this paper which is titled as beyond accuracy behavioral testing of nlp models with checklist this is from researchers from microsoft university of washington and university of california irvine and also this paper won the acl 2020 best paper award so yeah in a very nutshell this paper essentially introduces a new framework for evaluating the nlp models beyond certain automatic evaluation matrix such as accuracy so letamp;#39;s start with the abstract all the measuring held out accuracy has been a primary approach to evaluate generalization it often overestimates the performance of the nlp models so yeah this is pretty true because most of the times the test spread that you make from your entire data might not be representative of the entire distribution it will certainly lag on certain nuances and will highly depend on the process in which the data was collected also if you talk about training data which is relati