Pattern-Based Syntactic Simplification of Compound and Complex Sentences

Kumar, Archana P and Nayak, Ashalatha and Shenoy, Manjula K and Manoj, Roshan Jacob and Priyadarshini, Akansha (2022) Pattern-Based Syntactic Simplification of Compound and Complex Sentences. IEEE Access, 10. 53290 -53306. ISSN 2169-3536

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Abstract

With the advent of new technologies, simplifying text automatically has been very popular and of high importance among natural language researchers during the last decade. The predominant research done in the area of Automatic Sentence Simplification(ASS) is inclined to either lexical or syntactical simplification of sentences. From the literature survey, it is observed that existing research in lexical sim�plification makes use of word substitution technique. This causes word sense ambiguity in cases where the word synonyms are not appropriate for a sentence in the given context. In contrast, syntactical simplification though accurate and applicable to Natural Language Processing (NLP) tasks, requires tremendous efforts to construct rules for a given domain. The research proposes a framework called Pattern-based Automatic Syntactic Simplification(PASS) which identifies sentences and applies rules based on grammatical patterns to simplify the sentences thereby making it more generic for NLP tasks. PASS is evaluated by human experts to rate the usefulness of the framework based on fluency, adequacy and simplicity of the sentences. Furthermore, the framework is automatically evaluated with the available online corpus using automatic metrics of SARI, BLEU, and FKGL. The proposed approach generates promising results in the field of ASS and could be used as a preliminary module for NLP tasks as well as other natural language-related applications like summarization, anaphora resolution, question-answering, and many more.

Item Type: Article
Uncontrolled Keywords: Complex sentences, compound sentences, simple sentences, pattern-based syntactic simplification, natural language processing, summarization.
Subjects: Engineering > MIT Manipal > Computer Science and Engineering
Engineering > MIT Manipal > Information and Communication Technology
Depositing User: MIT Library
Date Deposited: 27 Jul 2022 09:20
Last Modified: 27 Jul 2022 09:20
URI: http://eprints.manipal.edu/id/eprint/159043

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