Neural attention models (Bahdanau et al., 2015) with the seq2seq architecture (Sutskever et al., 2014) have achieved impressive results in text summarization tasks.
the attention vector comes from a weighted sum of source information and does not model the source-target alignment in a probabilistic sense.