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LTR Loss issue about rgtn-nie HOT 2 CLOSED

graph-0 avatar graph-0 commented on July 22, 2024
LTR Loss issue

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Comments (2)

GRAPH-0 avatar GRAPH-0 commented on July 22, 2024

Thanks for your interest in this paper.
The LTR loss can be regarded as an auxiliary loss function of the RMSE loss.
Ideally, the RMSE loss pushes the predicted value close to the ground truth, and the LTR loss is more concerned with the relative numerical size between the entity importance scores. In the experiment, there are related hyperparameters that control the weight of these two terms. In this way, we better model the relative relationship of importance between entities.

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Aurora-LiZhi avatar Aurora-LiZhi commented on July 22, 2024

Thanks for your interest in this paper. The LTR loss can be regarded as an auxiliary loss function of the RMSE loss. Ideally, the RMSE loss pushes the predicted value close to the ground truth, and the LTR loss is more concerned with the relative numerical size between the entity importance scores. In the experiment, there are related hyperparameters that control the weight of these two terms. In this way, we better model the relative relationship of importance between entities.

Ok , I konw it. Thank you

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