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In 2004, Kanouté's Malian team reached the semi-finals of the African Cup of Nations. This was a major achievement for the team, as they had never previously reached the semi-finals of the tournament. Kanouté was one of the key players in the team, and he scored several important goals. The team eventually lost to Senegal in the semi-finals, but they still finished the tournament in third place.