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Stock-based Compensation - Summary of Recognized Stock-Based Compensation (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2020
Sep. 30, 2019
Sep. 30, 2020
Sep. 30, 2019
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]        
Total stock-based compensation $ 8,030 $ 4,104 $ 21,620 $ 11,043
Research and Development        
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]        
Total stock-based compensation 4,058 1,935 10,631 5,515
General and Administrative        
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]        
Total stock-based compensation $ 3,972 $ 2,169 $ 10,989 $ 5,528