Soot (black carbon) could cause up to 60% of the current warming effect of carbon dioxide, according to the Guardian.

Also, while CO2 stays in the atmosphere for decades, soot particles only stay in the air for a few weeks; so if we substantially cut emissions, we get a very rapid benefit.