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as youamp;#39;re noticing now at the talks both sergeyamp;#39;s talk then fishes talk and now this one weamp;#39;re talking more about meta research weamp;#39;re talk I mean some official stuff was some Sergey what do we have to do to make sure our research is valid what do we have to do to make sure the research can propagate and move forward and some of that is looking at the research methods themselves looking at the data the tool sets the tools the swedes not just the individual algorithms and so we were putting together a data set ourselves at at my lab I had a staff member saying I want you to put together very large data sets on our server that the students can run their tools on and so that they can validate their tools and I want you to set this all up to reduce the work on those grad students and she was starting to run experiments on peopleamp;#39;s tools to generate the ground truth and we are noticing discrepancies so we started thinking about this and looking at this