In the third alternative, the constant 1 was chosen to optimise this match, producing a close match to the Word2Vec training gradient, as shown in Figure 1 (Word2Vec versus Unk dup).
word2Vec can be seen as a good approximation to the third model, and a progressively worse approximation to the second and first models.