Translation of English Language into Urdu Language Using LSTM Model
English to Urdu machine translation is still in its beginning and lacks simple translation methods to provide motivating and adequate English to Urdu translation. In order to make knowledge available to the masses, there should be mechanisms and tools in place to make things understandable by transl...
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| Veröffentlicht in: | Computers, materials & continua Jg. 74; H. 2; S. 3899 - 3912 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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Tech Science Press
2023
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| Abstract | English to Urdu machine translation is still in its beginning and lacks simple translation methods to provide motivating and adequate English to Urdu translation. In order to make knowledge available to the masses, there should be mechanisms and tools in place to make things understandable by translating from source language to target language in an automated fashion. Machine translation has achieved this goal with encouraging results. When decoding the source text into the target language, the translator checks all the characteristics of the text. To achieve machine translation, rule-based, computational, hybrid and neural machine translation approaches have been proposed to automate the work. In this research work, a neural machine translation approach is employed to translate English text into Urdu. Long Short Term Short Model (LSTM) Encoder Decoder is used to translate English to Urdu. The various steps required to perform translation tasks include preprocessing, tokenization, grammar and sentence structure analysis, word embeddings, training data preparation, encoder-decoder models, and output text generation. The results show that the model used in the research work shows better performance in translation. The results were evaluated using bilingual research metrics and showed that the test and training data yielded the highest score sequences with an effective length of ten (10). |
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| AbstractList | English to Urdu machine translation is still in its beginning and lacks simple translation methods to provide motivating and adequate English to Urdu translation. In order to make knowledge available to the masses, there should be mechanisms and tools in place to make things understandable by translating from source language to target language in an automated fashion. Machine translation has achieved this goal with encouraging results. When decoding the source text into the target language, the translator checks all the characteristics of the text. To achieve machine translation, rule-based, computational, hybrid and neural machine translation approaches have been proposed to automate the work. In this research work, a neural machine translation approach is employed to translate English text into Urdu. Long Short Term Short Model (LSTM) Encoder Decoder is used to translate English to Urdu. The various steps required to perform translation tasks include preprocessing, tokenization, grammar and sentence structure analysis, word embeddings, training data preparation, encoder-decoder models, and output text generation. The results show that the model used in the research work shows better performance in translation. The results were evaluated using bilingual research metrics and showed that the test and training data yielded the highest score sequences with an effective length of ten (10). |
| Author | Immamul Ansarullah, Syed Abid Gardezi, Akber Shafiq, Muhammad Ahmad, Shafiq Edrees Sayed, Abdelaty Hassan Kumhar, Sajadul |
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| References | Nagao (ref1) 1984 Lee (ref42) 2017; 5 Irvine (ref14) 2013 Gumaei (ref40) 2020; 65 Singh (ref20) 2014; 243 Gupta (ref9) 2016 Kumhar (ref12) 2021; 2021 Ayesha (ref28) 2017; 8 Koehn (ref3) 2007 Shahnawaz (ref15) 2015; 7 Al-Wesabi (ref41) 2021; 37 Mathur (ref5) 2016 Joshi (ref6) 2011 Jawaid (ref17) 2014 Khan (ref38) 2020; 26 Kumhar (ref32) 2020; 8 Kaur (ref37) 2013; 3 Dubey (ref30) 2013 Chand (ref23) 2016 Chung (ref43) 2016 Singh (ref19) 2013 Khan (ref21) 2013 Salunkhe (ref26) 2016 Kumhar (ref25) 2020; 11 Godase (ref31) 2015; 4 Gupta (ref11) 2013 Goyal (ref34) 2009; 9 King (ref10) 2013 Zafar (ref29) 2009; 1 Sinha (ref33) 2002 Binti (ref39) 2020; 26 DeNeefe (ref2) 2005 Alabau (ref24) 2014 Kumhar (ref4) 2021; 1 Ata (ref8) 2007 Dubey (ref13) 2017; 1 Narayan (ref22) 2014; 2014 Ali (ref18) 2013; 24 Sharma (ref16) 2019; 9 Salunkhe (ref27) 2015; 6 Choudhary (ref35) 2018 Tahir (ref7) 2010 Goyal (ref36) 2011 |
| References_xml | – start-page: 351 year: 1984 ident: ref1 publication-title: Artificial and Human Intelligence – volume: 65 start-page: 1033 year: 2020 ident: ref40 article-title: Dl-har: Deep learning-based human activity recognition framework for edge computing publication-title: Computers, Materials & Continua doi: 10.32604/cmc.2020.011740 – volume: 11 start-page: 1439 year: 2020 ident: ref25 article-title: Sentiment analysis of Urdu language on different social media platforms using word2vec and LSTM publication-title: Turkish Journal of Computer & Mathematics Education – start-page: 1520 year: 2013 ident: ref11 article-title: Subjective and objective evaluation of English to Urdu machine translation – start-page: 924 year: 2016 ident: ref26 article-title: Hybrid machine translation for English to Marathi: A research evaluation in machine translation – start-page: 25 year: 2014 ident: ref24 article-title: CASMACAT: A computer-assisted translation workbench – start-page: 711 year: 2011 ident: ref6 article-title: Translation memory for Indian languages: An aid for human translators – start-page: 37 year: 2014 ident: ref17 article-title: English to Urdu statistical machine translation: Establishing a baseline – start-page: 1 year: 2002 ident: ref33 article-title: AnglaHindi: An English to Hindi machine-aided translation system – volume: 2021 start-page: 13428 year: 2021 ident: ref12 article-title: Effectiveness of methods and tools used for collection of roman Urdu and English multilingual corpus publication-title: Design Engineering – volume: 1 start-page: 89 year: 2017 ident: ref13 article-title: Natural language processing publication-title: JK Knowledge Initiative – start-page: 1 year: 2011 ident: ref36 article-title: Hindi to Punjabi machine translation system – start-page: 1 year: 2007 ident: ref8 article-title: Rule based English to Urdu machine translation – volume: 3 start-page: 1092 year: 2013 ident: ref37 article-title: A web based English to Punjabi mt system for news headlines publication-title: International Journal of Advanced Research in Computer Science & Software Engineering – volume: 26 start-page: 1217 year: 2020 ident: ref39 article-title: A pursuit of sustainable privacy protection in big data environment by an optimized clustered-purpose based algorithm publication-title: Intelligent Automation & Soft Computing doi: 10.32604/iasc.2020.011731 – start-page: 1693 year: 2016 ident: ref43 article-title: A Character-level decoder without explicit segmentation for neural machine translation – start-page: 1110 year: 2013 ident: ref10 article-title: Labelling the languages of words in mixed-language documents using weakly supervised methods – volume: 8 start-page: 4015 year: 2020 ident: ref32 article-title: Word embedding generation methods and tools: A critical review publication-title: International Journal of Innovative Research in Computer & Communication Engineering – volume: 26 start-page: 1359 year: 2020 ident: ref38 article-title: Feature point detection for repacked android apps publication-title: Intelligent Automation & Soft Computing doi: 10.32604/iasc.2020.013849 – volume: 4 start-page: 55 year: 2015 ident: ref31 article-title: Machine translation development for Indian languages and its approaches publication-title: International Journal on Natural Language Computing doi: 10.5121/ijnlc.2015.4205 – start-page: 161 year: 2016 ident: ref9 article-title: Design and development of a rule-based Urdu lemmatizer – start-page: 770 year: 2018 ident: ref35 article-title: Neural machine translation for English-Tamil – volume: 1 year: 2021 ident: ref4 article-title: Word embedding generation for Urdu language using word2vec model publication-title: Materials Today: Proceedings – volume: 8 start-page: 90 year: 2017 ident: ref28 article-title: Evaluating Urdu to arabic machine translation tools publication-title: International Journal of Advanced Computer Science and Applications – volume: 24 start-page: 1362 year: 2013 ident: ref18 article-title: Model for English-Urdu statistical machine translation publication-title: World Applied Sciences Journal – start-page: 97 year: 2005 ident: ref2 article-title: Interactively exploring a machine translation model – volume: 7 start-page: 1 year: 2015 ident: ref15 article-title: An English to Urdu translation model based on CBR, ANN and translation rules publication-title: International Journal of Advanced Intelligence Paradigms doi: 10.1504/IJAIP.2015.070335 – start-page: 54 year: 2013 ident: ref14 article-title: Statistical machine translation in low resource settings – start-page: 1 year: 2010 ident: ref7 article-title: Knowledge based machine translation – volume: 2014 start-page: 1 year: 2014 ident: ref22 article-title: Quantum neural network based machine translator for Hindi to English publication-title: The Scientific World Journal doi: 10.1155/2014/485737 – start-page: 72 year: 2013 ident: ref21 article-title: English to Urdu hierarchical phrase based statistical machine translation – volume: 243 start-page: 251 year: 2014 ident: ref20 article-title: Marathi parts-of-speech tagger using supervised learning publication-title: Intelligent Computing, Networking & Informatics doi: 10.1007/978-81-322-1665-0_24 – volume: 6 start-page: 2557 year: 2015 ident: ref27 article-title: A research work on English to Marathi hybrid translation system publication-title: International Journal of Computer Science and Information Technologies – volume: 9 start-page: 139 year: 2009 ident: ref34 article-title: Advances in machine translation systems publication-title: Languages in India – start-page: 1554 year: 2013 ident: ref19 article-title: Development of Marathi part of speech tagger using statistical approach – start-page: 177 year: 2007 ident: ref3 article-title: Moses: Opensource toolkit for statistical machine translation – start-page: 1 year: 2016 ident: ref5 article-title: Automatic evaluation of ontology matchers – volume: 5 start-page: 365 year: 2017 ident: ref42 article-title: Fully character-level neural machine translation without explicit segmentation publication-title: Transactions of the Association for Computational Linguistics doi: 10.1162/tacl_a_00067 – volume: 1 start-page: 275 year: 2009 ident: ref29 article-title: Interactive English to Urdu machine translation using example-based approach publication-title: International Journal on Computer Science and Engineering – volume: 37 start-page: 297 year: 2021 ident: ref41 article-title: A reliable NLP scheme for English text watermarking based on contents interrelationship publication-title: Computer Systems Science & Engineering doi: 10.32604/csse.2021.015915 – volume: 9 start-page: 4185 year: 2019 ident: ref16 article-title: Development of English-Hindi interactive machine translation publication-title: International Journal of Engineering and Advanced Technology doi: 10.35940/ijeat.A1532.109119 – start-page: 422 year: 2013 ident: ref30 article-title: Machine translation system for Hindi-Dogri language pair – start-page: 181 year: 2016 ident: ref23 article-title: Empirical survey of machine translation tools |
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| Title | Translation of English Language into Urdu Language Using LSTM Model |
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