Before revision:  While data-parallelism has been extensively studied and developed,  model-parallelism has received less attention as it is non-trivial to split the model across processes .
After revision:  While data-parallelism has been extensively studied and developed, several problems exist in realizing model-parallelism has received less attention as it is non-trivial to split the model across processes .