In most cases, tau seems to decrease with more weighting, because there is usually more discordance among points with higher cost:

And a more extreme example,

Occasionally, the converse is true and tau becomes larger with increased weighting as expected:

When there are lot of good models the weighted tau is misleading since weights are based on ranks:

Sometimes models with high and low cost have high discordance: