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um and thank you the people who showed up um today uh were going to have a great tutorial about how to process code mixed text its going to be led by uh mono g chautery um and zaki rizbi and they both have done lots of work in sort of code switching and code mixing and were looking forward to their presentation today so why dont you take it away thanks ian and uh thank you all for joining the tutorial uh so im monojeet and im a researcher i was a researcher at microsoft research recently but uh very recently i moved to another team so thats why i just said im a researcher but now im in a product team so i work on large language models its called the turing team and while i share my screen maybe senate you can also introduce yourself hi everyone my name is sanat and uh i think last year i worked with manoj closely on some of the work that were going to talk about at microsoft research india right im working at google research india working on cross-lingual video systems so