Advanced Terminology Management in Lilt

by Han Mai
1 Minute Read

Our new advanced termbase editor lets you manage terminology more effectively by keeping terms organized with meta information that you can customize.

Import terminology with meta fields or add your own fields. Your terms will appear in both the Lexicon and the Editor suggestions and help you increase consistency and quality.

Our own Carmen Heger hosted a webinar to show you how to make the most of the termbase in Lilt. Check it out!
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What We’re Reading: Domain Attention with an Ensemble of Experts

1 Minute Read

A major problem in effective deployment of machine learning systems in practice is domain adaptation — given a large auxiliary supervised dataset and a smaller dataset of interest, using the auxiliary dataset to increase performance on the smaller dataset. This paper considers the case where we have K datasets from distinct domains and adapting quickly to a new dataset. It learns K separate models on each of the K datasets and treats each as experts. Then given a new domain it creates another model for this domain, but in addition, computes attention over the experts. It computes attention via a dot product that computes the similarity of the new domain’s hidden representation with the other K domains’ representations.

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Format Transfer in Machine Translation

11 Minute Read

You may already know how machines translate between two human languages; if not, check out our introductory blog post on the subject. The following is an advanced exploration in one aspect of machine translation: format transfer.

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