Choose between better or worse:

The smaller the Cross Entropy Loss, the [Fill in the blank],
prediction.

Question

Choose between better or worse:

The smaller the Cross Entropy Loss, the [Fill in the blank],
 prediction.

BlackTom AI · Accepted Answer

We start by restating the prompt to ensure clarity: 'Choose between better or worse: The smaller the Cross Entropy Loss, the [Fill in the blank], prediction.' The given answer for this fill-in-the-blank is 'better.'

First, consider what cross-entropy loss measures. It quantifies the discrepancy between the predicted probability distribution and the true distribution (the ground-truth labels). A smaller loss indicates that the predicted probabilities are closer to the actual labels, meaning the model is more accurate in its predictions.

Now evaluate the phrase structure of the sentence. The blank is describing how the loss relates to the quality of the prediction. Intuitively, as loss decreases, the prediction quality improves. Therefore, a natural and semantically appropriate completion is 'better,' signaling improved predictive performance.

If we imagine alternative phrasing such as 'worse' or 'no change,' they would contradict the established relationship between loss magnitude and prediction accuracy. 'Worse' would imply that lowering loss degrades performance, which is incorrect. 'No change' would fail to reflect the monotonic improvement typically observed as models learn and training progresses.

In summary, given that cross-entropy loss diminishes as predictions become more accurate, filling the blank with 'better' correctly conveys that smaller loss corresponds to better predictions.

STATISTICAL DEEP LEARNING DONE_2025 Mid-term Close-book Exam

Choose between better or worse: The smaller the Cross Entropy Loss, the [Fill in the blank], prediction.

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