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The result is like a mobile art gallery punctuated with text that reminds us of what great fun and enjoyment there is to be had from words - an enjoyment which can at times be sucked away when we start labelling text as poetry or narratives.
Further, labeled image data is more scarce as compared to labeled text data.
On the other hand, labeled text data is often more available than labeled image data and text features have more semantic meaning for predicting a class label.
In this scenario, there exists a labeled text source domain on one particular subject matter and an unlabeled text target domain on a different subject matter.
The database comprises 221 writers contributing a total of more than 1700 forms with 13,049 labeled text lines and 86,272 word instances from a dictionary of 11,059 words.
Furthermore, we augment our approach with automatically generated labeled text from an existing knowledge base to improve performance without additional cost for corpus construction.
Therefore, a transfer learning environment for image classification is desired where an abundance of labeled text data (source) is used to enhance a learner trained on limited labeled image data (target).
This task allowed a comparative assessment of the performance of various methodologies using a carefully prepared collection of manually labeled text prepared by specially trained chemists as Gold Standard data.
The recognition of this type of chemical names can thus only be addressed either by machine learning and/or rule-based approaches that certainly benefit from the availability of manually labeled text like the CHEMDNER corpus.
Ambiguity, the fact that a given word can correspond to a chemical entity or to some other concept depending on the context of the mention, also poses difficulties for labeling text with chemical entities.
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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