Since s-electrons are close to the nucleus, therefore as the s-character of the orbital making the C-H bond increases, the electrons of C-H bond lie closer and closer to the carbon atom. In other words, the partial positive charge on the H-atom and hence the acidic character increases as the s character of the orbital increases.
Thus the acidic character decreases in the order:
Ethyne> Benzene> Hexane