To solved the sparsity problem need represent the text using graph so i need know the types of graph
many types of graph using to represent the text I think the better types is dependency graph
Bipartite graph
Have a look at the following link to get an idea about different graph types.
https://en.m.wikipedia.org/wiki/Graph_(discrete_mathematics)
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