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<s>A Crowd-Source Based Corpus on Bangla to English Translation21st International Conference of Computer and Information Technology (ICCIT), 21-23 December, 2018A Crowd-Source Based Corpus on Bangla toEnglish TranslationNafisa NowshinComputer Science andEngineeringShahjalal University ofScience and TechnologySylhet, Ba... |
<s>translation researches regarding Bangla languageand will help determine the behavioral pattern in that case.Although crowd-sourced data is relatively new in NLPrelated research sectors, it is gaining popularity fast as trainingmodels for machine learning. This process helps get new in-sights and helps incorporate un... |
<s>available in this corpus, itsrepresentativeness of Bangla language has been ensured.They also built a English-Bengali parallel corpus which isknown as SUPara [6]. In building this corpus their main focuswas to make it a balanced corpus. It contains variety of textsfrom different domains. They first converted the pla... |
<s>section.IV. METHODOLOGYA. Data PreparationIn the first step, we focused on preparing the Bangla textdata. The Bangla text data in our corpus consists of simple andsmall Bangla sentences, mostly with only one verb. We haveworked with almost the same sentence pattern, the change inthe sentence with the change of tense... |
<s>stated earlier, for each Bangla sentence we got 4English translated sentences on an average but number oftranslations received for any sentence varied with sentenceTable III: COLLECTED DATABangla sentence English translationবাবা বাজাের যােবন।• Dad will go to bazar.• Father will go to the market.• father will go to t... |
<s>playing cricket in the field.• Children are playing cricket in the playground.• Kids are playing cricket in the playground.• Children are playing cricket in the field.Here for the word 'বাচ্চারা', two synonymous Englishwords ’kids’ and ’children’ has been used alternativelyand the same thing happened in case of 'মাে... |
<s>ed.Advanced Publication, 2016.[10] “Crowd sourced translator and corpus construction project,” [On-line]. Availa ble: https://github.com/ZakiaRitu/Crowdsource_translator/,last accessed 5 November 2018.</s> |
<s>Sequence-to-sequence Bangla Sentence Generation with LSTM Recurrent Neural NetworksScienceDirectAvailable online at www.sciencedirect.comProcedia Computer Science 152 (2019) 51–581877-0509 © 2019 The Authors. Published by Elsevier Ltd.This is an open access article under the CC BY-NC-ND license (https://creativecomm... |
<s>Dhaka-1207, BangladeshAbstractSequence to sequence text generation is the most efficient approach for automatically converting the script of a word from asource sequence to a target sequence. Text generation is the application of natural language generation which is useful in sequencemodeling like the machine transl... |
<s>article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/).Keywords:Language Modeling; Text Generation; NLP; Bangla Text; Sequence-to-sequence; RNN; LSTM, Deep Learning, Machine Learning1. IntroductionRecurrent neural networks are types of neural network designed for capturing informa... |
<s>51–582 Md. Sanzidul Islam et al. / Procedia Computer Science 00 (2019) 000–000RNN can not handle backdrop very well but LSTM can. RNN have limitation of memory but LSTM don’t haveany limitation of memory problen in long going dependency. RNN suffers from the same vanishing (or less notoriousexploding) gradient probl... |
<s>/ Procedia Computer Science 00 (2019) 000–000 3Sutskever et al. produce significant sentences by modifying a RNN as well through acquiring from a character-levelcorpus. [11]. They introduced a newly made RNN model that one works as multiplicative connectors.Karpathy and et al. have ensured that an RNNLM is more effe... |
<s>of LSTM cellcould be shown as below [20]-Fig. 3. LSTM Cell Diagram. Md. Sanzidul Islam et al. / Procedia Computer Science 152 (2019) 51–58 554 Md. Sanzidul Islam et al. / Procedia Computer Science 00 (2019) 000–000Recurrent Neural Networks could be described as Unrolled programmatically at the time of training and t... |
<s>xtU◦ + ht−1V◦) (8)So that the cell final output, with tanh squashing, can be expressed as-ht = tanh(st) ◦ O (9)56 Md. Sanzidul Islam et al. / Procedia Computer Science 152 (2019) 51–586 Md. Sanzidul Islam et al. / Procedia Computer Science 00 (2019) 000–000Finally, a very common form of LSTM networks equation can be... |
<s>and Mans Hulden. The sigmorphon 2016 shared task:Morphological reinflection. In Proceedings of the 14th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, andMorphology. Association for Computational Linguistics, Berlin, Germany, pages 1022, 2016.[5] Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Be... |
<s>Language Processing (ICBSLP). IEEE, 2018.</s> |
<s>untitledSee discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/308867642Design and implementation of an efficient DeConverter for generating Banglasentences from UNL expressionConference Paper · June 2015DOI: 10.1109/ICIEV.2015.7334006CITATIONSREADS4 authors:Som... |
<s>pertains to the development of the EnConverter and the DeConverter for a Natural Language. EnConverter is used to convert a given sentence into a Natural Language to an equivalent UNL expression, and DeConverter is used to do the vice versa, i.e. to convert a given UNL expression to an equivalent Natural Language se... |
<s>Native i.e. Target Languages. A Word Dictionary contains the Information of Words, which correspond to UWs that are included in the UNL Expressions input and the Grammatical Attributes (GAs), which describe the behaviors of the Words. DeConversion Rules describe how to construct a Sentence using the Information from... |
<s>Function Word insertion phase, Function Words or Case Markers, such as িট, টা, খানা, খািন, র, eর, য়, েত, েথেক, েচেয় etc. are inserted to the Morphed Words. These Function Words are inserted in a generated Sentence, based on the Rule-based design in this situation [12]. Finally, the Syntactic Linearization phase is u... |
<s>of Bangla Words on the basis of UNL attributes attached to a Node and its Grammatical Attributes retrieved from Lexicon. The Root Words retrieved from Bangla-UW dictionary are modified in this phase, depending on their Gender, Number, Person, Tense, Aspect, Modality, and Vowel ending Information. ii) Relation Label ... |
<s>Child Node with an ‘N’ and ‘3rd’ Attribute and without a ‘1st’ or ‘2nd’ Attribute, then Function Word ে◌ will be inserted following the Child Node in generated output [19]. For example, in UNL relation ‘agt(play(agt> human, obj>game). @present.@entry, boy (icl> maleperson))’ of UNL expression, the Parent Node of Rel... |
<s>Readers to read the sentences in their Local Language, even though those sentences were written initially in a different Language, by having converted through their equivalent UNL expressions presented on the Web. This System will also provide an opportunity for the Researchers to work on MT to explore and expand th... |
<s>of Solving Semantic Ambiguity Problem of Bangla Root Words Using Universal Networking Language (UNL)”, 3rd International Conference on Informatics, Electronics & Vision(ICIEV), 23-24 May, 2014. [19] Muhammad F. Mridha, Aloke Kumar Saha, Mahadi hasan and Jugal Krishna Das, “Solving Semantic Problem of Phrases in NLP ... |
<s>/CMSS10 /Cmss12 /CMSS12 /Cmss17 /CMSS17 /Cmss8 /CMSS8 /Cmss9 /CMSS9 /Cmssbx10 /CMSSBX10 /Cmssdc10 /CMSSDC10 /Cmssi10 /CMSSI10 /Cmssi12 /CMSSI12 /Cmssi17 /CMSSI17 /Cmssi8 /CMSSI8 /Cmssi9 /CMSSI9 /Cmssq8 /CMSSQ8 /Cmssqi8 /CMSSQI8 /Cmsy10 /CMSY10 /Cmsy5 /CMSY5 /Cmsy6 /CMSY6 /Cmsy7 /CMSY7 /Cmsy8 /CMSY8 /Cmsy9 /CMSY9 /Cm... |
<s>/MSBM10 /MSBM5 /MSBM6 /MSBM7 /MSBM8 /MSBM9 /MS-Gothic /MSHei /MSLineDrawPSMT /MS-Mincho /MSOutlook /MS-PGothic /MS-PMincho /MSReference1 /MSReference2 /MSReferenceSansSerif /MSReferenceSansSerif-Bold /MSReferenceSansSerif-BoldItalic /MSReferenceSansSerif-Italic /MSReferenceSerif /MSReferenceSerif-Bold /MSReferenceSe... |
<s>/MonoImageDepth -1 /MonoImageDownsampleThreshold 1.00167 /EncodeMonoImages true /MonoImageFilter /CCITTFaxEncode /MonoImageDict << /K -1 /AllowPSXObjects false /CheckCompliance [ /None /PDFX1aCheck false /PDFX3Check false /PDFXCompliantPDFOnly false /PDFXNoTrimBoxError true /PDFXTrimBoxToMediaBoxOffset [ 0.00000 0.0... |
<s>Bangla Natural Language InterfaceA Framework for Building a Natural Language Interface for BanglaYeasin Ar Rahman, Mahtabul Alam Sohan, Khalid Ibn Zinnah, Mohammed Moshiul Hoque Chittagong University of Engineering & Technology Chittagong-4349, Bangladesh nibir201188@gmail.com, mahtabul1993@gmail.com, khalidex@yahoo... |
<s>most of the languages in the world such data is not available. Over 250 million people use Bangla as their medium of communication. Currently there are 60 million internet users in Bangladesh [23]. Most of these users use internet through mobile devices. Currently web application developers and mobile app developers... |
<s>paved the way modern personal assistant architecture. However in the domain of intelligent personal assistant the most influential project in terms of technology was the CALO project [11] which was funded by DARPA (Defense Advanced Research Projects Agency). One of the products of this project was PAL (Personal Assi... |
<s>NLI makes use of Named Entity Recognition (NER), Parts of Speech Tagging (POS Tagger), Bangla Wordnet and sentence parsing. For parts of speech tagging Maximum Entropy (ME) approach was proposed by Ekbal Asif [15]. In 2007 Hasan et el. performed a comparative study on HMM, Unigram and Brill’s method and showed that ... |
<s>A brief explanation about the components working procedure is given below: 1) Lexical Analysis and Stemming: Takes textual input from the previous units. Convert the input into tokens using lexical analyzer which stems individual words to roots word or converts sentence into word tokens. Each token is then passed to... |
<s>data sources are following 1) Wikipedia 2) Banglapedia 3) Newspaper, Blog and Bangla Website Crawl Data D. Question Answering and Search For Factoid question answering (QA) the system will use the general methodologies for question answering system. It uses TF/IDF [7] based algorithm for ranking the necessary docume... |
<s>in many cases similar and it is possible that one command might be confused with another one. The solution to this problem is to collect large amount of data to capture accurate voice properties of the users. The voices were taken from the users in the age range of 20-30 years. Data was taken mainly from the people ... |
<s>a transliteration tool to easily port Bangla support in these software. Open-source transliteration tools for Bangla are not suitable for large amount of text as they are very slow. We developed a Fork-Join Framework based parallel processing transliteration application which speed-up our process several times. B. R... |
<s>on User interface software and technology - UIST '92, 1992. [6] D. Ravichandran and E. Hovy. "Learning surface text patterns for a question answering system." In Proceedings of the 40th annual meeting on association for computational linguistics, Association for Computational Linguistics, pp. 41-47, 2002. [7] D. Jur... |
<s>July, 2016," 2016. [Online]. Available: http://www.btrc.gov.bd/content/internet-subscribers-bangladesh-july-2016. Accessed: Sep. 1, 2016. [24] T. A. S. Foundation, "Apache OpenNLP," 2010. [Online]. Available: https://opennlp.apache.org/. Accessed: Sep. 6, 2016. [25] T. A. S. Foundation, "Apache Solr," 2016. [Online]... |
<s>impostazioni per creare documenti Adobe PDF adatti per visualizzare e stampare documenti aziendali in modo affidabile. I documenti PDF creati possono essere aperti con Acrobat e Adobe Reader 5.0 e versioni successive.) /JPN <FEFF30d330b830cd30b9658766f8306e8868793a304a3088307353705237306b90693057305f002000410064006f... |
<s>See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/283882615Design and implementation of an efficient enconverter for bangla languageArticle · August 2015CITATIONSREADS4195 authors, including:Some of the authors of this publication are also working on these ... |
<s>Interlingua approach for NLP. The World Wide Web (WWW) today has to face the complexity of dealing with multilingualism. People speak different languages and the number of natural languages along with their dialects is estimated to be close to 4000. The Universal Networking Language [1,2,3] has been introduced as a ... |
<s>Knowledge Representation in UNL, Logical Expression in UNL, UNL systems and specifications of EnConverter. All these are key factors for preparing Bangla word dictionary, enconversion and deconversion rules in order to convert a Bangla language sentence to UNL expressions. Secondly, we have rigorously gone through t... |
<s>each root word, the words obtained by combining it with root word of next consecutive tokens are searched in Bangla-UW dictionary and root word-modifier table, so that the largest token can be formed on the basis of root words stored in the Bangla- UW dictionary. After receiving the If a token formed by the concaten... |
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