im not sure if this pertains to your problem exactly, but you probably want to specify the weighting method like
my $k = AI::Categorizer::KnowledgeSet->new( verbose => 1 , features_kept = 5000, tfidf_weighting=>'nfc' ); the default weighting is 'xxx' which if i understand correctly doesnt actually do anything. alan
