We argue that a model trained on the CHEMDNER corpus produces satisfactory NER performance even on documents of different types (e.g., patents, DrugBank descriptions) and from various specialised subject domains (e.g., pharmacology, metabolomics).
In addition to the uniform access achieved by the federation layer, an extraction system can provide a unified view on documents of different times, writing styles and potentially also languages by providing semantic meta-information.
I don't understand how people can work off 30 different documents on one tiny laptop screen.
Write on the back of the features of the animals what animal they are, or if you are doing this on a document, give each ones different coloured borders that stand for the animal they belong to.
This occurrence was documented on two different artworks and in both cases the pigments were detected by measurement of individual grains in diverse areas.
If you share Office documents with other people or plan to use or view your document on a different computer, the new fonts you've installed on your computer might not be displayed the same way on the other computer.
However, a majority of the task force members appointed by IAGA thought that the differences were not sufficient to exclude models that were well documented and based on different techniques.
In contrast, other domains with substantial potential for societal harm like the introduction of new medical treatments, undergo extensive clinical trials that document their differing impacts on different demographics.
Bias is small if (i) the classifiers are consistently right or (ii) different training sets cause errors on different documents or (iii) different training sets cause positive and negative errors on the same documents, but that average out to close to 0. If one of these three conditions holds, then, the expectation over all training sets, is close to.
Document keywords are all meant to capture the important contributions of a document, but they rely on different weighting mechanisms, which may be the reason for their difference.
