Hi,
As I remember from the COALS paper, authors constrained the full space, i.e. a space with no dimensionality reduction, to 14000 columns, where columns were represented by "open-class" words. I see that this constraint holds in S-Space implementation. I wonder how this is implemented. Are you able to identify open-class words or you just take most-frequent? I assume you take just most frequent as it would be hardly possible to identify open-class words in different languages that can be given as input.
Regards,
Marcin