Compact Virtual Keyboard for Abugida Scripts and Efficient Word Completion for Agglutinative Languages
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Cross-Language Framework for Word Recognition and Spotting of Indic Scripts
Cross-language Framework for Word Recognition and Spotting of Indic Scripts aAyan Kumar Bhunia, bPartha Pratim Roy*, aAkash Mohta, cUmapada Pal aDept. of ECE, Institute of Engineering & Management, Kolkata, India bDept. of CSE, Indian Institute of Technology Roorkee India cCVPR Unit, Indian Statistical Institute, Kolkata, India bemail: [email protected], TEL: +91-1332-284816 Abstract Handwritten word recognition and spotting of low-resource scripts are difficult as sufficient training data is not available and it is often expensive for collecting data of such scripts. This paper presents a novel cross language platform for handwritten word recognition and spotting for such low-resource scripts where training is performed with a sufficiently large dataset of an available script (considered as source script) and testing is done on other scripts (considered as target script). Training with one source script and testing with another script to have a reasonable result is not easy in handwriting domain due to the complex nature of handwriting variability among scripts. Also it is difficult in mapping between source and target characters when they appear in cursive word images. The proposed Indic cross language framework exploits a large resource of dataset for training and uses it for recognizing and spotting text of other target scripts where sufficient amount of training data is not available. Since, Indic scripts are mostly written in 3 zones, namely, upper, middle and lower, we employ zone-wise character (or component) mapping for efficient learning purpose. The performance of our cross- language framework depends on the extent of similarity between the source and target scripts. -
The Festvox Indic Frontend for Grapheme-To-Phoneme Conversion
The Festvox Indic Frontend for Grapheme-to-Phoneme Conversion Alok Parlikar, Sunayana Sitaram, Andrew Wilkinson and Alan W Black Carnegie Mellon University Pittsburgh, USA aup, ssitaram, aewilkin, [email protected] Abstract Text-to-Speech (TTS) systems convert text into phonetic pronunciations which are then processed by Acoustic Models. TTS frontends typically include text processing, lexical lookup and Grapheme-to-Phoneme (g2p) conversion stages. This paper describes the design and implementation of the Indic frontend, which provides explicit support for many major Indian languages, along with a unified framework with easy extensibility for other Indian languages. The Indic frontend handles many phenomena common to Indian languages such as schwa deletion, contextual nasalization, and voicing. It also handles multi-script synthesis between various Indian-language scripts and English. We describe experiments comparing the quality of TTS systems built using the Indic frontend to grapheme-based systems. While this frontend was designed keeping TTS in mind, it can also be used as a general g2p system for Automatic Speech Recognition. Keywords: speech synthesis, Indian language resources, pronunciation 1. Introduction in models of the spectrum and the prosody. Another prob- lem with this approach is that since each grapheme maps Intelligible and natural-sounding Text-to-Speech to a single “phoneme” in all contexts, this technique does (TTS) systems exist for a number of languages of the world not work well in the case of languages that have pronun- today. However, for low-resource, high-population lan- ciation ambiguities. We refer to this technique as “Raw guages, such as languages of the Indian subcontinent, there Graphemes.” are very few high-quality TTS systems available. -
Schwa Deletion: Investigating Improved Approach for Text-To-IPA System for Shiri Guru Granth Sahib
ISSN (Online) 2278-1021 ISSN (Print) 2319-5940 International Journal of Advanced Research in Computer and Communication Engineering Vol. 4, Issue 4, April 2015 Schwa Deletion: Investigating Improved Approach for Text-to-IPA System for Shiri Guru Granth Sahib Sandeep Kaur1, Dr. Amitoj Singh2 Pursuing M.E, CSE, Chitkara University, India 1 Associate Director, CSE, Chitkara University , India 2 Abstract: Punjabi (Omniglot) is an interesting language for more than one reasons. This is the only living Indo- Europen language which is a fully tonal language. Punjabi language is an abugida writing system, with each consonant having an inherent vowel, SCHWA sound. This sound is modifiable using vowel symbols attached to consonant bearing the vowel. Shri Guru Granth Sahib is a voluminous text of 1430 pages with 511,874 words, 1,720,345 characters, and 28,534 lines and contains hymns of 36 composers written in twenty-two languages in Gurmukhi script (Lal). In addition to text being in form of hymns and coming from so many composers belonging to different languages, what makes the language of Shri Guru Granth Sahib even more different from contemporary Punjabi. The task of developing an accurate Letter-to-Sound system is made difficult due to two further reasons: 1. Punjabi being the only tonal language 2. Historical and Cultural circumstance/period of writings in terms of historical and religious nature of text and use of words from multiple languages and non-native phonemes. The handling of schwa deletion is of great concern for development of accurate/ near perfect system, the presented work intend to report the state-of-the-art in terms of schwa deletion for Indian languages, in general and for Gurmukhi Punjabi, in particular. -
The What and Why of Whole Number Arithmetic: Foundational Ideas from History, Language and Societal Changes
Portland State University PDXScholar Mathematics and Statistics Faculty Fariborz Maseeh Department of Mathematics Publications and Presentations and Statistics 3-2018 The What and Why of Whole Number Arithmetic: Foundational Ideas from History, Language and Societal Changes Xu Hu Sun University of Macau Christine Chambris Université de Cergy-Pontoise Judy Sayers Stockholm University Man Keung Siu University of Hong Kong Jason Cooper Weizmann Institute of Science SeeFollow next this page and for additional additional works authors at: https:/ /pdxscholar.library.pdx.edu/mth_fac Part of the Science and Mathematics Education Commons Let us know how access to this document benefits ou.y Citation Details Sun X.H. et al. (2018) The What and Why of Whole Number Arithmetic: Foundational Ideas from History, Language and Societal Changes. In: Bartolini Bussi M., Sun X. (eds) Building the Foundation: Whole Numbers in the Primary Grades. New ICMI Study Series. Springer, Cham This Book Chapter is brought to you for free and open access. It has been accepted for inclusion in Mathematics and Statistics Faculty Publications and Presentations by an authorized administrator of PDXScholar. Please contact us if we can make this document more accessible: [email protected]. Authors Xu Hu Sun, Christine Chambris, Judy Sayers, Man Keung Siu, Jason Cooper, Jean-Luc Dorier, Sarah Inés González de Lora Sued, Eva Thanheiser, Nadia Azrou, Lynn McGarvey, Catherine Houdement, and Lisser Rye Ejersbo This book chapter is available at PDXScholar: https://pdxscholar.library.pdx.edu/mth_fac/253 Chapter 5 The What and Why of Whole Number Arithmetic: Foundational Ideas from History, Language and Societal Changes Xu Hua Sun , Christine Chambris Judy Sayers, Man Keung Siu, Jason Cooper , Jean-Luc Dorier , Sarah Inés González de Lora Sued , Eva Thanheiser , Nadia Azrou , Lynn McGarvey , Catherine Houdement , and Lisser Rye Ejersbo 5.1 Introduction Mathematics learning and teaching are deeply embedded in history, language and culture (e.g. -
Tai Lü / ᦺᦑᦟᦹᧉ Tai Lùe Romanization: KNAB 2012
Institute of the Estonian Language KNAB: Place Names Database 2012-10-11 Tai Lü / ᦺᦑᦟᦹᧉ Tai Lùe romanization: KNAB 2012 I. Consonant characters 1 ᦀ ’a 13 ᦌ sa 25 ᦘ pha 37 ᦤ da A 2 ᦁ a 14 ᦍ ya 26 ᦙ ma 38 ᦥ ba A 3 ᦂ k’a 15 ᦎ t’a 27 ᦚ f’a 39 ᦦ kw’a 4 ᦃ kh’a 16 ᦏ th’a 28 ᦛ v’a 40 ᦧ khw’a 5 ᦄ ng’a 17 ᦐ n’a 29 ᦜ l’a 41 ᦨ kwa 6 ᦅ ka 18 ᦑ ta 30 ᦝ fa 42 ᦩ khwa A 7 ᦆ kha 19 ᦒ tha 31 ᦞ va 43 ᦪ sw’a A A 8 ᦇ nga 20 ᦓ na 32 ᦟ la 44 ᦫ swa 9 ᦈ ts’a 21 ᦔ p’a 33 ᦠ h’a 45 ᧞ lae A 10 ᦉ s’a 22 ᦕ ph’a 34 ᦡ d’a 46 ᧟ laew A 11 ᦊ y’a 23 ᦖ m’a 35 ᦢ b’a 12 ᦋ tsa 24 ᦗ pa 36 ᦣ ha A Syllable-final forms of these characters: ᧅ -k, ᧂ -ng, ᧃ -n, ᧄ -m, ᧁ -u, ᧆ -d, ᧇ -b. See also Note D to Table II. II. Vowel characters (ᦀ stands for any consonant character) C 1 ᦀ a 6 ᦀᦴ u 11 ᦀᦹ ue 16 ᦀᦽ oi A 2 ᦰ ( ) 7 ᦵᦀ e 12 ᦵᦀᦲ oe 17 ᦀᦾ awy 3 ᦀᦱ aa 8 ᦶᦀ ae 13 ᦺᦀ ai 18 ᦀᦿ uei 4 ᦀᦲ i 9 ᦷᦀ o 14 ᦀᦻ aai 19 ᦀᧀ oei B D 5 ᦀᦳ ŭ,u 10 ᦀᦸ aw 15 ᦀᦼ ui A Indicates vowel shortness in the following cases: ᦀᦲᦰ ĭ [i], ᦵᦀᦰ ĕ [e], ᦶᦀᦰ ăe [ ∎ ], ᦷᦀᦰ ŏ [o], ᦀᦸᦰ ăw [ ], ᦀᦹᦰ ŭe [ ɯ ], ᦵᦀᦲᦰ ŏe [ ]. -
Sanskrit Alphabet
Sounds Sanskrit Alphabet with sounds with other letters: eg's: Vowels: a* aa kaa short and long ◌ к I ii ◌ ◌ к kii u uu ◌ ◌ к kuu r also shows as a small backwards hook ri* rri* on top when it preceeds a letter (rpa) and a ◌ ◌ down/left bar when comes after (kra) lri lree ◌ ◌ к klri e ai ◌ ◌ к ke o au* ◌ ◌ к kau am: ah ◌ं ◌ः कः kah Consonants: к ka х kha ga gha na Ê ca cha ja jha* na ta tha Ú da dha na* ta tha Ú da dha na pa pha º ba bha ma Semivowels: ya ra la* va Sibilants: sa ш sa sa ha ksa** (**Compound Consonant. See next page) *Modern/ Hindi Versions a Other ऋ r ॠ rr La, Laa (retro) औ au aum (stylized) ◌ silences the vowel, eg: к kam झ jha Numero: ण na (retro) १ ५ ॰ la 1 2 3 4 5 6 7 8 9 0 @ Davidya.ca Page 1 Sounds Numero: 0 1 2 3 4 5 6 7 8 910 १॰ ॰ १ २ ३ ४ ६ ७ varient: ५ ८ (shoonya eka- dva- tri- catúr- pancha- sás- saptán- astá- návan- dásan- = empty) works like our Arabic numbers @ Davidya.ca Compound Consanants: When 2 or more consonants are together, they blend into a compound letter. The 12 most common: jna/ tra ttagya dya ddhya ksa kta kra hma hna hva examples: for a whole chart, see: http://www.omniglot.com/writing/devanagari_conjuncts.php that page includes a download link but note the site uses the modern form Page 2 Alphabet Devanagari Alphabet : к х Ê Ú Ú º ш @ Davidya.ca Page 3 Pronounce Vowels T pronounce Consonants pronounce Semivowels pronounce 1 a g Another 17 к ka v Kit 42 ya p Yoga 2 aa g fAther 18 х kha v blocKHead -
Part 1: Introduction to The
PREVIEW OF THE IPA HANDBOOK Handbook of the International Phonetic Association: A guide to the use of the International Phonetic Alphabet PARTI Introduction to the IPA 1. What is the International Phonetic Alphabet? The aim of the International Phonetic Association is to promote the scientific study of phonetics and the various practical applications of that science. For both these it is necessary to have a consistent way of representing the sounds of language in written form. From its foundation in 1886 the Association has been concerned to develop a system of notation which would be convenient to use, but comprehensive enough to cope with the wide variety of sounds found in the languages of the world; and to encourage the use of thjs notation as widely as possible among those concerned with language. The system is generally known as the International Phonetic Alphabet. Both the Association and its Alphabet are widely referred to by the abbreviation IPA, but here 'IPA' will be used only for the Alphabet. The IPA is based on the Roman alphabet, which has the advantage of being widely familiar, but also includes letters and additional symbols from a variety of other sources. These additions are necessary because the variety of sounds in languages is much greater than the number of letters in the Roman alphabet. The use of sequences of phonetic symbols to represent speech is known as transcription. The IPA can be used for many different purposes. For instance, it can be used as a way to show pronunciation in a dictionary, to record a language in linguistic fieldwork, to form the basis of a writing system for a language, or to annotate acoustic and other displays in the analysis of speech. -
15178-Devanagari-Spacing-Anusvara
Proposal to encode A8FE DEVANAGARI SIGN SPACING ANUSVARA Shriramana Sharma, jamadagni-at-gmail-dot-com, India 2015-Jun-06 This is a proposal to encode one character in the Devanagari Extended block for Samavedic: ◌० A8FE DEVANAGARI SIGN SPACING ANUSVARA This is in contrast to the regular anusvara for this script 0902 ◌ं DEVANAGARI SIGN ANUSVARA as also to the various Vedic anusvara-s seen in Samavedic. On the other hand, this is parallel to the spacing anusvara-s in other Indic scripts which are attested for Vedic (0982 Bengali, 0B02 Oriya, 0C02 Telugu, 0C82 Kannada, 0D02 Malayalam, 11302 Grantha) and glyphically identical to all of them except Bengali. However it should be positioned vertically centered with the Devanagari digits identical to 0966 ० DEVANAGARI DIGIT ZERO. §1. Discussion The regular Devanagari anusvara 0902 ◌ं is non-spacing. This poses a problem when composing texts of the Sama Veda since these use digits on the mainline to denote svara-s: (Below, we refer to the written representation of the linguistic pattern [C*]V as “syllable”.) 1) In the Ṛc-s (verses) a kampa or “aggravated” svarita svara is marked by a 2 above the syllable (or inferred as continued from a previous syllable), a KA or avagraha above the syllable, and a digit 3 following the syllable (see L2/09-372 pp 13 and 14 and L2/15-162 p 4). The digit 3 here denotes the anudātta svara in the latter part of the kampa. 2) In the Sāman-s (melodies), secondary svara-s in which a syllable’s vowel should be continued to be sung are marked by digits following the syllable. -
A Comparative Study of Shan and Standard Thai Morphology
A COMPARATIVE STUDY OF SHAN AND STANDARD THAI MORPHOLOGY Kittisara A Thesis Submitted in Partial Fulfilment of the Requirements for the Degree of Master of Arts (Linguistics) Graduate School Mahachulalongkornrajavidayalaya University C.E. 2018 A Comparative Study of Shan and Standard Thai Morphology Kittisara A Thesis Submitted in Partial Fulfilment of the Requirements for the Degree of Master of Arts (Linguistics) Graduate School Mahachulalongkornrajavidayalaya University C.E. 2018 (Copyright by Mahachulalongkornrajavidyalaya University) i Thesis Title : A Comparative Study of Shan and Standard Thai Morphology Researcher : Kittisara Degree : Master of Arts in Linguistics Thesis Supervisory Committee : Assoc. Prof. Nilratana Klinchan B.A. (English), M.A. (Political Science) : Asst. Prof. Dr. Phramaha Suriya Varamedhi B.A. (Philosophy), M.A. (Linguistics), Ph.D. (Linguistics) Date of Graduation : March 19, 2019 Abstract The purpose of this research is to explore the comparative study of Shan and standard Thai Morphology. The objectives of the study are classified into three parts as the following; (1) To study morpheme of Shan and standard Thai, (2) To study the word-formation of Shan and standard Thai and (3) To compare the morpheme and word-classes of Shan and standard Thai. This research is the qualitative research. The population referred to this research, researcher selects Shan people who were born at Tachileik in Shan state consisting of 6 persons. Area of research is Shan people at Tachileik in Shan state union of Myanmar. Research method, the tool used in the research, the researcher makes interview and document research. The main important parts in this study based on content analysis as documentary research by selecting primary sources from the books, academic books, Shan dictionary, Thai dictionary, library, online research and the research studied from informants' native speakers for 6 persons. -
Inflectional Morphology Analyzer for Sanskrit
Inflectional Morphology Analyzer for Sanskrit Girish Nath Jha, Muktanand Agrawal, Subash, Sudhir K. Mishra, Diwakar Mani, Diwakar Mishra, Manji Bhadra, Surjit K. Singh [email protected] Special Centre for Sanskrit Studies Jawaharlal Nehru University New Delhi-110067 The paper describes a Sanskrit morphological analyzer that identifies and analyzes inflected noun- forms and verb-forms in any given sandhi-free text. The system which has been developed as java servlet RDBMS can be tested at http://sanskrit.jnu.ac.in (Language Processing Tools > Sanskrit Tinanta Analyzer/Subanta Analyzer) with Sanskrit data as unicode text. Subsequently, the separate systems of subanta and ti anta will be combined into a single system of sentence analysis with karaka interpretation. Currently, the system checks and labels each word as three basic POS categories - subanta, ti anta, and avyaya. Thereafter, each subanta is sent for subanta processing based on an example database and a rule database. The verbs are examined based on a database of verb roots and forms as well by reverse morphology based on Pāini an techniques. Future enhancements include plugging in the amarakosha ( http://sanskrit.jnu.ac.in/amara ) and other noun lexicons with the subanta system. The ti anta will be enhanced by the k danta analysis module being developed separately. 1. Introduction The authors in the present paper are describing the subanta and ti anta analysis systems for Sanskrit which are currently running at http://sanskrit.jnu.ac.in . Sanskrit is a heavily inflected language, and depends on nominal and verbal inflections for communication of meaning. A fully inflected unit is called pada . -
Sanskrit Translation Now Made, Be Crowned with Success ! PUBLISHER's NOTE
“KOHAM?” (Who am I ?) Sri Ramanasramam Tiruvannamalai - 606 603. 2008 Koham ? (Who am I ?) Published by V. S. Ramanan, President, Sri Ramanasramam, Tiruvannamalai - 606 603. Phone : 04175-237200 email : [email protected] Website : www.sriramanamaharshi.org © Sri Ramanasramam Tiruvannamalai. Salutations to Sri Ramana Who resides in the Heart Lotus PREFACE TO THE FIRST EDITION Many were the devotees who were attracted to the presence of Bhagavan Sri Ramana while he was living in the Virupaksha Cave, situated in the holy region of Arunachala, the Heart Centre of the world, which confers liberation on those who (merely) think of It. They were drawn to him on account of his wonderful state of tapas - absorption in the silence of yoga samadhi, which is difficult of achievement. One among these devotees was Sivaprakasam Pillai who approached Maharshi in 1901-02 with devotion, faith and humility and prayed that he may be blessed with instructions on Reality. The questions raised over a period of time by Sivaprakasam Pillai were answered by the silent Maharshi in writing - in Tamil. The compilation (of the instruction) in the form of questions and answers has already been translated into Malayalam and many other languages. May this Sanskrit translation now made, be crowned with success ! PUBLISHER'S NOTE The Sanskrit translation of Sri Bhagavan's Who am I ? entitled Koham? by Jagadiswara Sastry was published earlier in 1945. We are happy to bring out a second edition. The special feature of this edition is that the text is in Sri Bhagavan's handwriting. A transliteration of the text into English has also been provided. -
Finite-State Script Normalization and Processing Utilities: the Nisaba Brahmic Library
Finite-state script normalization and processing utilities: The Nisaba Brahmic library Cibu Johny† Lawrence Wolf-Sonkin‡ Alexander Gutkin† Brian Roark‡ Google Research †United Kingdom and ‡United States {cibu,wolfsonkin,agutkin,roark}@google.com Abstract In addition to such normalization issues, some scripts also have well-formedness constraints, i.e., This paper presents an open-source library for efficient low-level processing of ten ma- not all strings of Unicode characters from a single jor South Asian Brahmic scripts. The library script correspond to a valid (i.e., legible) grapheme provides a flexible and extensible framework sequence in the script. Such constraints do not ap- for supporting crucial operations on Brahmic ply in the basic Latin alphabet, where any permuta- scripts, such as NFC, visual normalization, tion of letters can be rendered as a valid string (e.g., reversible transliteration, and validity checks, for use as an acronym). The Brahmic family of implemented in Python within a finite-state scripts, however, including the Devanagari script transducer formalism. We survey some com- mon Brahmic script issues that may adversely used to write Hindi, Marathi and many other South affect the performance of downstream NLP Asian languages, do have such constraints. These tasks, and provide the rationale for finite-state scripts are alphasyllabaries, meaning that they are design and system implementation details. structured around orthographic syllables (aksara)̣ as the basic unit.1 One or more Unicode characters 1 Introduction combine when rendering one of thousands of leg- The Unicode Standard separates the representation ible aksara,̣ but many combinations do not corre- of text from its specific graphical rendering: text spond to any aksara.̣ Given a token in these scripts, is encoded as a sequence of characters, which, at one may want to (a) normalize it to a canonical presentation time are then collectively rendered form; and (b) check whether it is a well-formed into the appropriate sequence of glyphs for display.