The paper discusses the problem of combining unreliable pieces of evidence in a (generalized) probabilistic setting. The popular Dempster's rule for combining evidence in Dempster-Shafer theory is criticized on two accounts. Firstly, Dempster's rule is claimed to be invalid, and secondly, the rule may fail to support intuitively acceptable conclusions. The reason for this is that the applicatio...