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In the end of the annotation process, users are able to export annotated documents and respective concept and relation annotations to standard formats.
During the pilot study, we reconciled the doubly annotated documents, found the causes of the discrepancies and re-emphasized the aforementioned annotation guidelines.
Performance on a corpus of 70k automatically annotated documents from the Reuters News Archive is 0.89/0.76 precision/recall for mention detection and 0.94/0.95 precision/recall for resolution resulting in an 0.84/0.72 precision/recall for detection and resolution combined.
Initially, the tool is trained with a small set of manually annotated documents.
Currently, documents are placed in two folders, the 'pool' folder, where most documents are placed, and the 'gold' folder, where a smaller set of manually annotated documents is used exclusively for the evaluation of the machine learning methods' performance.
Both MutationFinder [ 6] and our OMM MutationTagger were applied to 11 manually annotated documents; the comparative results of the systems are shown in Table 5. Comparative evaluation of the mutation detection performance, using MutationFinder and OMM MutationTagger.
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While the span suggestion mechanism is very generic and relies on perceptron-based online learning of sequence tagging [36], the relation suggestion is restricted to the scenario where both spans are suggested and the relation between the terms of the two spans has been annotated before in the same or a previously annotated document.
This feedback might be gained by allowing users to annotate documents with relevance annotations.
Mark Up - Within the Mail app it is now possible to annotate documents and files, as well as add signatures just by drawing on a mouse pad.
The Flyer uses a stylus for drawing right on the screen, and the stylus and software allow you to annotate documents and Web pages and to draw and sketch.
This allows you to run applications like OneNote, which lets you take notes with the stylus on the blank screen and record what you've written, and also to annotate documents.
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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