Please re ask this question with more information.

What type wood?
How old is the deck?
With what will you finish the deck? Stain? Solid or semi-transparent? Paint?

Remember the splits are caused by the wood expanding and contracting and any filler must do the same or it will simply fall out as the wood moves.