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Pdms are a natural extension to this architecture by allowing each participating system (peer) to act both as a data source and as an integrator.
Team 69 (53) also applied logistic regression for their participating system.
This section describes the results of the BioCreative 2012 worskhop IAT, and it is organized as follows: we first describe the pre-workshop evaluation, including details on each participating system, followed by a summary of the results.
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Figure 1 provides a summary of the participating systems based on the responses provided in the CHEMDNER survey.
This might indicate that there is still some room for improving the overall recall of participating systems.
The output of external chemical entity taggers was frequently used as one more feature by participating systems.
A more detailed examination of the various featured used by participating systems can be seen in Figure 2. Figure 2 Overview of used features by participating teams.
Thereafter the development set was released, consisting of additional annotated abstracts useful for the evaluation and improvement of the participating systems.
Participating systems were permitted to integrate previously accessible third party tools and lexical resources relevant to chemistry in addition to the official CHEMDNER annotations.
Participating systems were involved in the revision of the source version through feedback given by National Project Managers (NPMs) and domain specific experts.
Finally, the participating systems were combined under different approaches, yielding a relative improvement of up to 7.35 % SER. 1 Spanish Thematic Network on Speech Technologies: http://www.rthabla.es.
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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