One channel is fine tuned via back propagation

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kanken bags For words not present in the set of pre trained words, we initialized them randomly. Variationsbaseline model where all words are randomly initialized and then modified during trainingEach set is a ‘channel’ and each filter is applied on both channels.One channel is fine tuned via back propagation, and the other is static(unchanged).Both channels are initialized from ‘word2vec’.We keep other sources of randomness uniform within each datasets(such as CV fold assignment, initialization of unknown word vectors, initialization of CNN parameters) to eliminate the effect of the above variations versus other random factors.Training and The results of the CNN models against other methods can be seen in Table A. The accuracy of the four model variations of the CNN described above are compared with the accuracy (on a scale of 0 to 100) of various other methods.. kanken bags

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