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Table 1 Nested CEM pairs in the development set of the CHEMDNER corpus.
The choice of the parameters was obtained using a small development set (of few voiced frames) taken from the TIMIT database [18].
Training of this classifier is based on the development set of the used database, together with the available ground truth describing the position of the tracked objects.
In order to study the effect of the different variables, each parameter was tuned solely (fixing other elements) using the development set of each face spoofing database.
The development set of i-vectors was also extracted from the same corpus set which was used to train the T-Matrix.
A development set of 4000 utterances was used for system development and early stopping of training based on relative reduction in the cost.
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The dataset consists of 10,000 annotated documents subdivided into training and development sets of 3,500 documents each, and a testing set of 3,000 documents.
Therefore, we trained first and second-order CRF models on the combined training and development sets of the CHEMDNER corpus (a total of 7000 abstracts) and used these to annotate the test set.
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"Are these remnants of embryonic development, set aside?" Dr. Orkin asked.
The development sets up something of a clash of cultures.
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