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Here, the authors use Universal Networking Language (UNL), an Interlingua framework, to represent the word-based features and aim to define UNL semantic relations that exist between any two constituents in a sentence. The morphological suffix, lexical category and UNL semantic constraints associated with a word are defined as tuples of the pattern used for bootstrapping. Most systems define the initial set of seed patterns manually. However, this article uses a rule-based approach to obtain word-based features that form tuples of the patterns. A bootstrapping approach is then applied to extract all possible instances from the corpus and to generate new patterns. Here, the authors also introduce the use of UNL ontology to discover the semantic similarity between semantic tuples of the pattern, hence, to learn new patterns from the text corpus in an iterative manner. The use of UNL Ontology makes this approach general and domain independent. The results obtained are evaluated and compared with existing approaches and it has been shown that this approach is generic, can extract all sentence based semantic UNL relations and significantly increases the performance of the generic semantic relation extraction system.<\/jats:p>","DOI":"10.4018\/ijswis.2019010106","type":"journal-article","created":{"date-parts":[[2018,10,23]],"date-time":"2018-10-23T17:49:35Z","timestamp":1540316975000},"page":"119-149","source":"Crossref","is-referenced-by-count":3,"title":["Bootstrapping of Semantic Relation Extraction for a Morphologically Rich Language"],"prefix":"10.4018","volume":"15","author":[{"given":"Balaji","family":"Jagan","sequence":"first","affiliation":[{"name":"Anna University, Chennai, India"}]},{"given":"Ranjani","family":"Parthasarathi","sequence":"additional","affiliation":[{"name":"Department of Information Science and Technology, Anna University, Chennai, India"}]},{"given":"T V","family":"Geetha","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Anna University, Chennai, India"}]}],"member":"2432","reference":[{"key":"IJSWIS.2019010106-0","doi-asserted-by":"publisher","DOI":"10.1162\/0891201041850876"},{"key":"IJSWIS.2019010106-1","doi-asserted-by":"publisher","DOI":"10.1145\/336597.336644"},{"issue":"7","key":"IJSWIS.2019010106-2","doi-asserted-by":"crossref","first-page":"34","DOI":"10.5120\/2294-2978","article-title":"Analysis and generation of Bengali case structure constructs for universal networking language.","volume":"18","author":"N. 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