The goal of this clinical trial is to learn if the combination of Pembrolizumab and Lenvatinib works to treat locally advanced cervical cancer in adults that will undergo primary chemoradiation and brachytherapy. It will also learn about the safety of the combination of Pembrolizumab and Lenvatinib. The main questions it aims to answer are: * Does the combination of Pembrolizumab and Lenvatinib improve progression free survival at two years after treatment? * What side effects do participants have when taking the combination of Pembrolizumab and Lenvatinib? Researchers will compare the combination of Pembrolizumab and Lenvatinib to existing results with primary chemoradiatoin and brachytherapy to see if the combination of Pembrolizumab and Lenvatinib works to treat locally advanced cervical cancer. Participants will: * Visit the clinic to receive Pembrolizumab intra venously once every 3 weeks for 5 cycles and then once very 6 weeks for a maximum of 2-years * Take Lenvatinib orally every day starting at the earliest 8 weeks after the last brachytherapy to a maximum of 1 year * Visit the clinic for checkups and tests during scheduled visits
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Progression Free Survival
Timeframe: From date of enrollment to 24 months