dot.exe crashes when data gets larger?

I'm using Graphviz to visualize my semantic graph derived from a corpus.
But dot.exe crashes when the number of vertices reaches 1000 or more.
Dose anyone meet with this problem before? How do you deal with visualization of a large dataset?

Recent comments