Before revision:  We frame this as a ranking problem where, given a user command and a webpage, FLIN learns to score the most appropriate navigation instruction (involving action and parameter values).
After revision:  We frame this as a ranking problem where, given a user command and a webpage, FLIN learns to score the most relevant navigation instruction (involving action and parameter values).