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Multiple Aspect Ranking Using the Good Grief Algorithm

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Figure 1: Good Grief Training. The algorithm is based on PRanking training algorithm. Our algorithmdiffers in the joint computation of all aspect predictions ˆyt based on the Good Grief Criterion (step 2) andthe calculation of updates for each aspect based on the joint prediction (step 4).
Table 1: Ranking loss on the test set for variants of Good Grief and various baselines.
Figure 3: Accuracy of the agreement model on sub-

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