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...Ontology based machine translation for bengali as low resource language khan md anwarus salam a thesis submitted in partial fulfillment of the requirements degree doctor philosophy department information and communication engineering university electro communications march japanese abstract wordnet unl ebmt chunk string templates csts cst opennlp hypernym tree ipa akkhor unlsemantic background un unsemanticwordmap ununl wordmap wordmapunl from uws only deconverter this research we propose with help example like has coverage issues due to lack parallel corpus it high probability handling unknown words have implemented an system pair architecture use word mechanism consist source target alignment are prepared automatically aligned by using english chunker used dictionary proposed first tries find semantically related these choose closest whose bangla exists if no uses transliteration proper nouns improved wide points quality human evaluation currently test set translations were acceptabl...