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Translation services are provided by freelancers (the bulk of the profession), in-house translators employed by companies and institutions, large and small translation companies (which employ both salaried translators and freelancers), and translation agencies (which subcontract work to freelance translators or translation companies).
Many small translation companies use overseas freelancers as contractors -- though sometimes the pay is low and the results sloppy -- or use software that produces stilted language.
"Where I think Duolingo's crowdsourcing makes a lot of sense is in scenarios where a consumer or enterprise has a small translation job that needs to be done quickly and cheaply, and the translation needs to come out at 'human' quality — similar to what a human translator or bilingual speaker would generate," Mr. Lavie said.
The 24-year old founder and CEO Hanno von der Decken thinks Tolingo's 40% cheaper price-point that small translation agencies is also a draw.
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where z j is the j th element of z, u ji is the matrix element at j th row and i th column of U. Max pooling is beneficial for translation invariance because the maximum response will be filtered out if it is a small translation.
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Small translations or rotations quickly lower the cross-correlation, as in the schematic in Fig. 1e, bottom.
Such deformation can be approximated by small translations in a local area.
Since the classifier is insensitive in regard to small translations of the objects within the image patch, multiple overlapping detections may occur.
In addition to motion energy extraction, the proposed classification model is designed to be robust to small translations and geometric distortions in the input image.
By allowing local flexibility and allowing small translations and rotations, Matt demonstrates an ability to better align the ends of α-helices and β-strands.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com