(2008) or Zettlemoyer and Collins (2005) which rely on unambiguous training data where every sentence is paired only with its meaning.
chen, Kim and Mooney allow their training examples to exhibit the kind of uncertainty about sentence meanings human learners are likely to have to deal with by allowing for sentences to be associated with a set of candidate-meanings, and the correct meaning might not even be in this set.