As with many problems, there is pressing need to find strategies for reducing the amount of supervision required for producing accurate supertaggers, but as yet, no one has explored the use of weak supervision for the task.
there are many dialog systems which rely on hand-crafted lexicons that both provide a starting point for bootstrapping a supertagger and which could benefit greatly from supertag pre-parse filter.