This paper asks whether extrapolating the hidden space distribution of text examples from one class onto another is a valid inductive bias for data augmentation. To operationalize this question, I propose a simple data augmentation protocol called go
od-enough example extrapolation'' (GE3). GE3 is lightweight and has no hyperparameters. Applied to three text classification datasets for various data imbalance scenarios, GE3 improves performance more than upsampling and other hidden-space data augmentation methods.
Researchers and critics focus on the French comparative research, which is clear and
requires no proof. But perhaps we need to be steadfast by the Russian thinkers and critics.
The research attempts to complete the opening of some neglected windows
with the
intent or purpose of extrapolating and checking the situation that we are repressing through
the prelude to the confidence of the ideas and opinions that produced what is known as the
Russian comparative trend.
From the researches of the investigation is the evidence of inference. Its usage in the
religious science is one of the total rules in basis circumstantially critically and
correction speaking.
The question of inference and its position is that it
needs to be traced out the scope
of its usage in the different religious sciences, where I presented a prelude and
summary to inference in language and structure and illustrating all its types. Then I
shifted to present the fields of the religious sciences.1 started with the field of
investigation through inference in the science of jurisprudence fundamentals: where
it has been revealed that its effect is clearly seen in establishing the rules of the
jurisprudence fundamentals. And in the field of the sacred law knowledge and the
jurisprudence rules: Its impact in comparison to the servants behaviors as specific
partial circumstances, is what suffices the written sacred law, and to look at its
behaviors as to what unite its individuals with common concepts and the shape of
the legitimate verdict to these unifying concepts, and that what the jurisprudence
rules. And in the scope of investigation by inference in the interpretation of the
religious texts: Its effect has become clear in the interpretation of the legitimate
religious texts. In the scope of the tradition: the narrators followed the track of
inference to establish the clear basis for the goals and aims of the tradition scholars
to give a verdict on the tradition in both the text and way of narration, and in the
field of the doctrine science : And the rule of the doctrinal reference were laid out.
And the research came out with important results including the importance of the
inference usage in the study of the fundamental, juristic, traditional and doctrinal
and others in spite of the difference of the detailed study of methods. Where we find
that to each kind of knowledge its legitimate rules where its totalities dominates its
partialities and wherever we find in the totalities, inference does exist
So the notion of this research is to highlight the effect of inference on the religious
science.
