Let sim E (a i , a k ) be the cosine value between the embedding vectors of a i and a k : Finally, we can plug these similarity functions into Eq (6).
the gold goal-acts may not match the activity phrases found in the corpus (see discussion in Section 4.3), so we smooth the vector created with the gold goal-acts by averaging it with the normalized co-occurrence frequency vector f i extracted from the corpus.