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The system we have designed to accomplish this task comprises four main components: a generic extractive summarization system, a topic-focusing component, sentence simplification, and lexical expansion of topic words.
For various NLP/TM applications to use sentence simplification, we have made iSimp available online.
Sentence simplification is then applied to increase the recall of the original system.
For this purpose, we have previously developed iSimp (1), a sentence simplification system.
This section introduces the concepts and related work for sentence simplification and the BioC framework.
Sentence simplification tools, such as iSimp, transform complicated sentences into sentences easier to comprehend and process.
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Given the input file, iSimp will output the list of sentences marked with simplification constructions.
iSimp generates simplified sentences by combining various simplification constructs.
The automatic simplification of sentences was first introduced by (3) to improve the performance of systems that rely on natural language input.
The proposed mechanism denotes simplified sentences in a corpus file, along with the annotation of simplification constructs in the original sentence.
The iSimp Web server will accept and process one sentence per request and send back simplification constructs and simplified sentences in an all-in-one BioC file.
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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