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When does deep multi-task learning work for loosely related document classification tasks?

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Figure

Figure 1 : Hierarchical structure of 20 News- News-groups, with a= ibm.pc.hardware, mac.hardware;
Figure 4 : Mean F 1 over the number of epochs, for single-task (crosses/blue) and multi-task learning models (points/orange), for classification  prob-lems 1 and 2.
Table 2 : Mean performance across 100 runs of 5- 5-fold CV logistic regression.
Table 3 : Average inverse ranks and average logistic regression coefficients of various predictors of gains from multi-task learning

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