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Speech Recognition is treated as the core component that identifies spoken utterances in a specific language. The review focuses on speech-independent recognition for isolated Marathi words and aims to support the development of Marathi interfaces that can be embedded into practical applications.",{"@graph":69,"@context":116},[70,84,99],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":30,"@type":76,"position":81},"https://docshare.wps.com/document/technology/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/review-on-small-vocabulary-automatic-speech-recognition-system-asr-for-marathi/490676/",{"url":83,"name":65,"@type":85,"author":86,"headline":65,"publisher":89,"fileFormat":92,"inLanguage":63,"description":67,"dateModified":93,"datePublished":93,"encodingFormat":92,"isAccessibleForFree":94,"interactionStatistic":95},"DigitalDocument",{"name":87,"@type":88},"Riley West","Person",{"url":74,"name":90,"@type":91},"DocShare","Organization","application/pdf","2026-10-01",true,{"@type":96,"interactionType":97,"userInteractionCount":4},"InteractionCounter",{"@type":98},"ViewAction",{"@type":100,"mainEntity":101},"FAQPage",[102,108,112],{"name":103,"@type":104,"acceptedAnswer":105},"What is the purpose of reviewing small vocabulary speech recognition for Marathi?","Question",{"text":106,"@type":107},"The paper aims to review systems and interfaces developed for specific tasks in native languages, with focus on Marathi, to support building Marathi ASR interfaces for embedded applications.","Answer",{"name":109,"@type":104,"acceptedAnswer":110},"How does the paper define Automatic Speech Recognition (ASR)?",{"text":111,"@type":107},"ASR is defined as the process of developing a transcript by classifying words from an utterance given its speech waveform, addressing challenges in human-to-machine communication.",{"name":113,"@type":104,"acceptedAnswer":114},"What characterizes small vocabulary speech in the paper?",{"text":115,"@type":107},"Small vocabulary speech is described as isolated-word recognition, where each utterance typically contains a single word and recognition requires quiet on both sides of sampled windows.","https://schema.org",{"og:url":83,"og:type":118,"og:title":65,"og:site_name":90,"og:description":67},"article",{"robots":120,"canonical":83},"index,follow",{"doc_id":122,"site_id":62},490676,1790841313,{"code":4,"msg":5,"data":125},{"doc_id":122,"user_id":126,"nickname":87,"user_avatar":127,"doc_module":4,"category_id":29,"category_name":30,"doc_title":65,"doc_description":67,"doc_content":128,"file_id":129,"file_url":130,"file_type":131,"file_size":132,"view_count":4,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":24,"language":133,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":134,"faqs":135,"seo_title":136,"seo_description":67,"update_tm":123,"read_time":137},1099523885074,"https://ap-avatar.wpscdn.com/davatar_9964176cb1d06d4a9deccf72a44ae3dc","REVIEW ON SMALL VOCABULARY AUTOMATIC SPEECH RECOGNITION SYSTEM (ASR) FOR MARATHI  \nRajashri G. Kanke1, Maheshwari A. Ambewadikar2, Manasi R. Baheti3  \nResearch Scholar, Department of Computer Science & Information Technology, Aurnagabad, Dr.Babasaheb Ambedkar  \nMarathwada University Aurangabad, Maharashtra, India1,  \nResearch Scholar,Department of Computer Science & Information Technology, Aurnagabad,Dr.Babasaheb Ambedkar  \nMarathwada University Aurangabad, Maharashtra, India2,  \nAssociate Professor,Department of Computer Science & Information Technology, Aurnagabad,Dr.Babasaheb Ambedkar  \nMarathwada University Aurangabad, Maharashtra, India3,  \n[kankerajashri@gmail.com](kankerajashri@gmail.com1)[1](kankerajashri@gmail.com1), [mahiambewadikar@gmail.com](mahiambewadikar@gmail.com2)[2](mahiambewadikar@gmail.com2), [manasibaheti@gmail.com](manasibaheti@gmail.com3)[3](manasibaheti@gmail.com3)  \n---------------------------------------------------------------------------------------------------- --------  \nAbstract: Speech interfaces make available people an easy and comfortable means to interact with human and Laptop Systems or PC. This paper is an attempt to study the Small Vocabulary Speech Recognition System for Marathi Using Automatic Speech Recognition System (ASR). Speech Recognition (SR) is a main element of Speech interfaces which identifies human speech in a specific language. This review presents a speech independent Speech Recognition System, for words of Marathi language. The aim of this paper is to review the systems or interfaces developed for some specific tasks in any native language; but with focus on Marathi. The aim is to review such systems in order to develop such interfaces in Marathi language that can be embedded in some application.  \nKeywords: Speech Recognition Technology, Natural Language Understanding, Automatic Speech Recognition (ASR), Human Computer Interface (HCI), Small Vocabulary  \n------------------------------------------------------ 􀀿􀀿􀀿 --------------------------------------------------  \nI INTRODUCTION  \nThere are many applications of the Speech Recognition,  \nincluding various interfaces. This work aims to develop the Speech Recognition System in Indian languages using ASR system, will contain Small Vocabulary Speech in Marathi Language. There is need of various simple, interactive devices in Marathi language. A phone dialer, a device that can be used for hands-free applications like talking to your mobile phone, computer system for daily transactions. This will be very helpful for the illiterate, disable persons. Our aim is to develop a Small Vocabulary Speech Recognition System in Marathi language that can be used to embed into one of such devices mentioned above. This review paper on more techniques, methods and algorithm to use for speech  \nrecognition system for natural languages. Main focus on Marathi language because very few work for Marathi language in automatic speech recognition system. We refer the 8 to 10 years old paper in ASR system, maximum 30 to 20 paper refer on automatic speech recognition system. The formatter will need to create these components, incorporating the applicable criteria that follow.  \nII AUTOMATIC SPEECH RECOGNITION (ASR)  \nThe process of developing the transcript in word classification of an utterance, given the speaking waveform is called Automatic Speech Recognition System (ASR).Automatic Speech Recognition (ASR) is the main challenge to the natural human to machine communication develop technology.  \nIII SMALL VOCABULARY SPEECH  \nSmall Vocabulary Speech is also know isolated words. It is mean that the isolated word recognizes attain usually require each utterance to have quiet on both side of sample windows. It accepts single words or single utterance at a time. Small Vocabulary Speech is very useful to every one person. Isolated words might be improved label of this class.  \nIV LITERATURE SURVEY  \nThis review on Small Vocabulary Speech Recognition System","cbCaigpQipfSw7or","https://ap.wps.com/l/cbCaigpQipfSw7or","pdf",296816,"English","# I INTRODUCTION\n# II AUTOMATIC SPEECH RECOGNITION (ASR)\n# III SMALL VOCABULARY SPEECH\n# IV LITERATURE SURVEY","[{\"question\":\"What is the purpose of reviewing small vocabulary speech recognition for Marathi?\",\"answer\":\"The paper aims to review systems and interfaces developed for specific tasks in native languages, with focus on Marathi, to support building Marathi ASR interfaces for embedded applications.\"},{\"question\":\"How does the paper define Automatic Speech Recognition (ASR)?\",\"answer\":\"ASR is defined as the process of developing a transcript by classifying words from an utterance given its speech waveform, addressing challenges in human-to-machine communication.\"},{\"question\":\"What characterizes small vocabulary speech in the paper?\",\"answer\":\"Small vocabulary speech is described as isolated-word recognition, where each utterance typically contains a single word and recognition requires quiet on both sides of sampled windows.\"}]","REVIEW ON SMALL VOCABULARY AUTOMATIC SPEECH RECOGNITION SYSTEM (ASR) FOR MARATHI | PDF",13]