News Article Teaser Tweets and How to Generate Them
Table 8: Rouge scores on the standard task of Headline Generation (Gigaword). seq2seq and seq2seq_point are reimplementations of DBLP:journals/corr/BahdanauCB14 and P17-1099 respectively.
['[EMPTY]', 'Rouge-1', 'Rouge-2', 'Rouge-L']
As we reimplemented Bahdanau et al. We use popular headline generation corpus, Gigaword Napoles et al. We fetched the test set from \newciteDBLP:conf/emnlp/RushCW15 and report the results on it. The results are compared with the state-of-the-art headline generation methods like Nallapati et al. Nallapati et al. , ABS Rush et al. Since our aim for this experiment is to demonstrate the strength of the models, we limit the model parameters to the extent that we produce comparable results in less computation time. The results indicate that the implementations have performance competitive with other state-of-the-art methods.