Transfer Learning for Sequences via Learning to Collocate
Table 2: Classification accuracy on the Amazon review dataset.
['Source', 'Target', 'LSTM', 'LSTM-u', 'LSTM-s', 'CCT', 'LWT', 'DANN', 'DAmSDA', 'AMN', 'HATN', 'ART']
Results: The no-transfer LSTM only performs accuracy of 76.3% on average. ART outperforms it by 9.5%. ART also outperforms its ablations and other competitors. This overall verifies the effectiveness of ART.