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We automatically create enormous, free and multilingual silver-standard training annotations for named entity recognition (ner) by exploiting the text and structure of Wikipedia.
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The task by the curators included training, annotation and filling of the user survey.
The CDTB annotation is done by five long-term training annotators.
Feedback from students involved in an annotation project indicates that coupling training with annotation helped foster better understanding of the tools that were taught in class.
Figure 21 ESC training for annotation.
Indeed coupling training with annotation has fostered better understanding of the tools taught in lectures.
It can be used in combination with training courses, annotation jamborees, student curation competitions (e.g. CACAO— http://gowiki.tamu.edu/wiki/index.php/Category:CACAO) and meeting workshops to increase the amount of curated data in biological databases.
Following the experimental setup employed by Rocktäschel et al. [16] in evaluating their ChemSpot tool, we trained a CRF model on the SCAI training corpus containing annotations for systematic names.
For building the conclusive training corpus both annotations are combined by an independent person.
To ensure consistency among the training labels, all annotations were up-propagated, that is if a gene is assigned to a term in the GO graph, it is also assigned to all ancestors of this term.
All CAZy-based classifiers were trained with available annotations for 64 genomes of non-biomass degraders.
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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