Definition 2 (Cross-Lingual Topic): A crosslingual topic θ is a semantically coherent multinomial distribution over all the words in the vocabularies of languages L 1 , ..., L s .
p(w|θ) would give the probability of a word w which can be in any of the s languages under consideration.