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"This is analogous to that state of affairs in the vision community a decade ago, before deep models trained on datasets like ImageNet replaced visual hand-crafted features with learned ones".
But even with the latest deep learning models trained on over a million images, machines struggle.
Vice versa, linguistic models trained on Ohm_E yield nearly the same improvement for A nger compared to the models trained on Ohm_A.
On the other hand, statistical models, trained on chemical or structural descriptors.
These values were averaged for ten models trained on each subset corresponding to a given target.
Here, we have extended this concept to ensembles of models trained on different algorithms (Figure 7).
The HIPR method was performed repetitively on ANN models trained on these data sets.
These results are consistent with the findings in [13] where for an older test set, acoustic models trained on older voices resulted in about 3 5% absolute improvement in WER over acoustic models trained on younger adult speech.
We first provide evaluation scores for the models trained on the abstract of scientific articles when applied to patents.
This observation indicates that models trained on scientific abstracts are not quite as capable of recognizing chemical entities from patents.
Our focus is on predicting population with models trained on known census data but applied to an inter-census period.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com