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Minggantu was a Mongolian of the Plain White Banner (one of the administrative units used by the Manchu; see Banner system).
We call our branch of the BANNER system BANNER-CHEMDNER.
We finally compared our best result to the task entries and the BANNER system result (Table 5).
We use a Machine Learning for Language Toolkit (MALLET) library [30] for training the CRF model, because the BANNER system provides a convenient interface to work with it.
We call our branch of the BANNER system BANNER-CHEMDNER, which is scalable and configurable, and can easily be plugged into other systems.
The BANNER system also includes two types of general postprocessing that could be useful for any NER tasks in bio-text data.
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The BANNER NER system marked 365 204 gene/protein entities in 54 051 citations in the sample, averaging two mentions per citation overall and almost seven per citation for those containing at least one tagged entity.
BANNER-CHEMDNER system is available at: https://bitbucket.org/tsendeemts/banner-chemdner.
With instrumentation derived from war surplus material and under the banner of "systems theory," eye movements, the pupil, and accommodation responses were recorded to step, pulse, ramp, and sinusoidal stimuli.
This is the main reason for him and his team deciding to go with a banner-based system as opposed to the more text-based systems that are currently used with Facebook Ads and other cost-per-click ad platforms such as Google AdSense.
Different website software and banner exchange systems will list their own requirements.
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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