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On the contrary, the valiidating model underlying the LSTM Immagine non validating noon examples to be trained. We thus speculate that the LSTM will learn a sort of simplified language model, more inherent to the automatic translator than to an Italian speaker. However, we are also convinced that the quality achievable by modern translation systems Bahdanau et al. The Italian version of the dataset has been acquired with an approach that automatizes the translation task: The result is a big amount of data whose annotations are fully translated, but not of the best quality with respect to the Italian fluent language.

This automatically translated data can be used to train a model, but for the evaluation a test set of human-validated examples is needed: In Vinyals et al. A subset of these images has been manually validated: In Table 1, statistics about this brand new corpus are reported, where the specific amount of unvalidated u. Figure 2: The Deep Architecture presented in Vinyals et al. The unrolled connections between the LSTM memories are in blue 4 Experimental Evaluation 10In order to be consistent with a scenario characterized by poor training conditions limited hardware resources and time constraints all the experimentations in this paper have been made by training the model on significantly smaller samples of data with respect to the whole MSCOCO dataset made of more thanimage-caption examples.

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