Understanding the likelihood for an election to be tied is a classical topic in many disciplines including social choice, game theory, political science, and public choice. The problem is important not only as a fundamental problem in probability theory and statistics, but also because of its critical roles in many other important issues such as indecisiveness of voting, strategic voting, privacy of voting, voting power, voter turn out, etc. Despite a large body of literature and the common belief that ties are rare, little is known about how rare ties are in large elections except for a few simple positional scoring rules under the i.i.d. uniform distribution over the votes, known as the Impartial Culture (IC) in social choice. In particular, little progress was made after Marchant [Mar01] explicitly posed the likelihood of k-way ties under IC as an open question in 2001.We give an asymptotic answer to the open question for a wide range of commonly-studied voting rules under a model that is much more general and realistic than i.i.d. models including IC-the smoothed social choice framework [Xia20], which was inspired by the celebrated smoothed complexity analysis [ST09]. We prove dichotomy theorems on the smoothed likelihood of ties under a large class of voting rules called integer generalized irresolute scoring rules [Xia15], and refine the theorem for positional scoring rules, edge-order-based rules, and multi-round score-based elimination rules, which include commonly-studied voting rules such as plurality, Borda, veto, maximin, Copeland, ranked pairs, Schulze, STV, Coombs, and Baldwin as special cases. Our main technical tool is an improved dichotomous characterization on the smoothed likelihood for a Poisson multinomial variable to be in a polyhedron, which is proved by exploring the interplay between the V-representation and the matrix representation of polyhedra and might be of independent interest.