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Finally, we evaluated the accuracy of the entity extraction and the relation judgments, as well as the combined accuracy across the full pipeline.
The Turkers' relation judgments were evaluated both individually and in aggregate across each candidate according to a variety of aggregation strategies.
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Note that the 96% of accuracy in our results is also consistent with that of (36) where the turkers were 90% accurate on gene-mutation relation judgment.
However, the longer the text segment, the more challenging it becomes to show a useful context to the Turker for relation judgment.
The GAF baseline score (T0) of this study was 37.6 indicating impaired reality testing and communication and impairment in work, family judgment or mood and or major impairment in several areas, such as work or school, family relations, judgment, thinking, or mood.
Second, whatever the relation between judgments about what it is best to decide and decisions, it is unlikely that these judgments will deliver a satisfying account of control over decisions.
The relation between judgments of the moral quality of action and other so-called "factual" knowledge was also much debated.
By contrast again, the three kinds of relation of judgments are supposed by Kant to capture the three basic ways in which simple 1-place subject-predicate propositions can be either atomic (elementary) or molecular (compound) in respect of their truth-values.
The two pragmatic criteria also showed a high level of accuracy in relation to judgments based on the original five criteria (84% agreement, 67% sensitivity, 93% specificity).
The downstream representation of candidate relations for judgment by Turkers relied on identification of all mentions, to highlight them in context.
The latter are ways of being beautiful or ugly; aesthetic in virtue of a special close relation to verdictive judgments, which are subjectively universal.
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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