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https://issues.apache.org/jira/browse/MXNET-1438?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Anjishnu updated MXNET-1438:
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Summary: New Loss Function for Neural Information Retrieval (was: New Loss
Functions for Neural Information Retrieval)
> New Loss Function for Neural Information Retrieval
> --------------------------------------------------
>
> Key: MXNET-1438
> URL: https://issues.apache.org/jira/browse/MXNET-1438
> Project: Apache MXNet
> Issue Type: New Feature
> Components: Gluon
> Reporter: Anjishnu
> Priority: Major
>
> Currently MxNet implements only a few loss functions useful for neural
> information retrieval - in particular the Triplet Loss. In our recent
> research at Amazon we showed that this loss is not ideal for neural
> information retrieval settings and devise a new loss function which
> significantly outperformed Triplet Loss while improving training time by a
> factor of 10.
> Relevant Paper: [https://arxiv.org/abs/1905.12786] (Published at EMNLP 2019 -
> WNUT)
> We would like to implement this as a loss function in Gluon to help any other
> people working on neural information retrieval systems using MxNet.
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