T. Bodineau and B. Helffer Correlations, Spectral gap and Log-Sobolev inequalities for unbounded spins systems. (255K, Postscript) ABSTRACT. In this article, we would like to review recent results concerning the links between the decay of correlations, the spectral gap and the Log-Sobolev inequalities. This was motivated by various papers by Antoniouk&Antoniouk, Zegarlinski and Yoshida. We are mainly reporting on contributions by Helffer-Sj\"ostrand, Helffer, Yoshida and Bodineau-Helffer but also present some new results.