SC22/WG20 N896 L2/01-476 Universal Multiple-Octet Coded Character Set International Organization for Standardization Organisation Internationale De Normalisation
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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. -
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. -
Khmer Phonetics & Phonology: Theoretical Implications for ESL Instruction
Running Head: KHMER PHONETICS AND PHONOLOGY 1 Khmer Phonetics & Phonology: Theoretical Implications for ESL Instruction Alex Donley A Senior Thesis submitted in partial fulfillment of the requirements for graduation in the Honors Program Liberty University Spring 2020 KHMER PHONETICS AND PHONOLOGY 2 Acceptance of Senior Honors Thesis This Senior Honors Thesis is accepted in partial fulfillment of the requirements for graduation from the Honors Program of Liberty University. ______________________________ Jaeshil Kim, Ph.D. Thesis Chair ______________________________ Stephanie Blankenship, Ed.D. Committee Member ______________________________ David Schweitzer, Ph.D. Assistant Honors Director ______________________________ Date KHMER PHONETICS AND PHONOLOGY 3 Abstract This thesis develops an approach to English teaching for Khmer-speaking students that centers on Khmer phonetics and phonology. Cambodia has a strong demand for English instruction, but consistently underperforms next to other nations in terms of proficiency. A significant reason for Cambodia’s skill gap is the lack of research into linguistic hurdles Khmer speakers face when learning English. This paper aims to bridge Khmer and English with an understanding of the speech systems that both languages use before turning to the unique challenges Khmer speakers must overcome based on the tenets of L1 Transfer Theory. It closes by outlining strategies for English teachers to build the comprehensibility and confidence of their Khmer-speaking students. Keywords: Khmer, English, phonetics, phonology, transfer, ESL KHMER PHONETICS AND PHONOLOGY 4 Khmer Phonetics and Phonology: Theoretical Implications for ESL Instruction Introduction This thesis develops an approach to English teaching for Khmer-speaking students that is grounded in a thorough understanding of Khmer phonetics and phonology. -
Processing South Asian Languages Written in the Latin Script: the Dakshina Dataset
Processing South Asian Languages Written in the Latin Script: the Dakshina Dataset Brian Roarky, Lawrence Wolf-Sonkiny, Christo Kirovy, Sabrina J. Mielkez, Cibu Johnyy, Işın Demirşahiny and Keith Hally yGoogle Research zJohns Hopkins University {roark,wolfsonkin,ckirov,cibu,isin,kbhall}@google.com [email protected] Abstract This paper describes the Dakshina dataset, a new resource consisting of text in both the Latin and native scripts for 12 South Asian languages. The dataset includes, for each language: 1) native script Wikipedia text; 2) a romanization lexicon; and 3) full sentence parallel data in both a native script of the language and the basic Latin alphabet. We document the methods used for preparation and selection of the Wikipedia text in each language; collection of attested romanizations for sampled lexicons; and manual romanization of held-out sentences from the native script collections. We additionally provide baseline results on several tasks made possible by the dataset, including single word transliteration, full sentence transliteration, and language modeling of native script and romanized text. Keywords: romanization, transliteration, South Asian languages 1. Introduction lingua franca, the prevalence of loanwords and code switch- Languages in South Asia – a region covering India, Pak- ing (largely but not exclusively with English) is high. istan, Bangladesh and neighboring countries – are generally Unlike translations, human generated parallel versions of written with Brahmic or Perso-Arabic scripts, but are also text in the native scripts of these languages and romanized often written in the Latin script, most notably for informal versions do not spontaneously occur in any meaningful vol- communication such as within SMS messages, WhatsApp, ume. -
Khmer Romanization Table
KHMER Consonants ʻAksar Mul script ʻAksar Mul script Full Full Full Full Form Subscript form Subscript Romanization Form Subscript form Subscript Romanization ក ◌ក ក ◌្ក k ទ ◌ទ ទ ◌្ទ d ខ ◌ខ ខ ◌្ខ kh ធ ◌ធ ធ ◌្ធ dh គ ◌គ គ ◌្គ g ន ◌ន ន ◌្ន n ឃ ◌ឃ ឃ ◌ឃ gh ប ◌ប ប ◌ប p ង ◌ង ង ◌្ង ng ផ ◌ផ ផ ◌្ផ ph ច ◌ច ច ◌្ច c ព ◌ព ព ◌្ព b ឆ ◌ឆ ឆ ◌្ឆ ch ភ ◌ភ ភ ◌្ភ bh ជ ◌ជ ជ ◌្ជ j ម ◌ម ម ◌្ម m ឈ ◌ឈ ឈ ◌ឈ jh យ ◌យ យ ◌យ y ញ ◌ញ or ញ ញ ◌្ញ or ញ ñ រ ្រ◌ រ ្រ◌ r ដ ◌្ត ដ ◌្ត ṭ ល ◌្ល ល ◌្ល l ឋ ◌្ឋ ឋ ◌្ឋ ṭh វ ◌្វ វ ◌្វ v ឌ ◌្ឌ ឌ ◌្ឌ ḍ ឝ ◌គ ឝ ◌្គ ś * ឍ ◌ ឍ ◌ឍ ḍh ឞ ◌ ឞ ◌្ឞ s*̣ ណ ◌្ណ ណ ◌្ណ ṇ ស ◌ ស ◌ស s ត ◌្ត ត ◌្ត t ហ ◌្ហ ហ ◌្ហ h ḷ (l with ថ ◌ថ ថ ◌្ថ th ឡ - ឡ - dot below) ‛ ʹ (ayn + អ ◌្អ អ ◌្អ soft sign) * Not used since the mid-17th century and is mainly used for Pali and Sanskrit transliteration. Vowels Independent Romanization Independent Romanization ឥ i ឭ ḷ ឦ ī ឮ ḹ ឧ u ឯ ae ឩ ū ឰ ai ឪ ýu ឱ o ឫ ṛ ឳ au ឬ ṝ Dependent Romanization Dependent Romanization ◌◌ ʹaʹ ែ◌ ʹae ◌ា ʹā ៃ◌ ʹai ◌ិ ʹi េ◌ ʹo ◌ី ʹī េ◌ ʹau ◌ឹ ʹẏ ◌ុ◌ំ ʹuṃ ȳ ṃ ◌ឺ ʹ ◌ំ ʹa ◌ុ ʹu ◌ា◌ំ ʹāṃ ◌ូ ʹū ◌ះ ʹaḥ ◌ួ ʹua ◌ិ◌ះ ʹiḥ ʹẏ េ◌ើ ʹoe ◌ឹ◌ះ ḥ ẏ ʹu េ◌ឿ ʹ a ◌ុ◌ះ ḥ េ◌ៀ ʹia េ◌◌ះ ʹeḥ េ◌ ʹe េ◌◌ះ ʹoaḥ Diacritical marks Vernacular Alternative Romanization ◌៉ ◌ុ ″ (hard sign) ◌៊ ◌ុ ′ (soft sign (prime)) ◌៌ r ◌៍ ̊ (circle above) (see Note 5) ◌៎ ’ (alif) ◌៏ ʻ (ayn) ◌៱ ˙ (dot above) (see Note 5) ◌័◌ ă (breve) ◌ៈ à (combining grave accent) ◌◌់ á (combining acute accent) ◌ា◌់ â (modified letter circumflex) Notes 1. -
Designing Soft Keyboards for Brahmic Scripts
Designing Soft Keyboards for Brahmic Scripts Lauren Hinkle Miguel Lezcano Jugal Kalita Colorado College University of Colorado University of Colorado Colorado Springs, CO, USA Colorado Springs, CO, USA Colorado Springs, CO, USA lauren.hinkle [email protected] [email protected] @coloradocollege.edu Abstract Soft keyboards allow a user to input text with and without the use of a physical keyboard. They Despite being spoken by a large percent- are versatile because they allow data to be input age of the world, many Indic languages through mouse clicks on an on-screen keyboard, have escaped research and development in through a touch screen on a computer, cell phone, the realm of text-input. There exist lan- or PDA, or by mapping a virtual keyboard to guages with poor or no support for typ- a standard physical keyboard. With the recent ing. Soft keyboards, because of their ease surge in popularity of touchscreen media such of installation and lack of reliance on spe- as cell phones and computers, well-designed cific hardware, are a promising solution as soft keyboards are becoming more important an input device for many languages. De- everywhere. veloping an acceptable soft keyboard re- For languages that don’t conform well to quires frequency analysis of characters in standard QWERTY based keyboards that order to design a layout that minimizes accompany most computers, soft keyboards are text-input time. This paper proposes us- especially important. Brahmic scripts (Coulmas ing various development techniques, lay- 1990) have more characters and ligatures than fit out variations, and evaluation methods usably on a standard keyboard. -
On the History of Thai Scripts Hans Penth
Dr. Hans Penth giving his address to the audience or the Oriental Dr. Navavan Bandhumedha talking about the different Tai Hotel on 10 July 1986. Languages at the Oriental Hotel on 10 July 1986. On the History of Thai scripts Hans Penth (From lecture delivered during a meeting of groups were living scattered over a vast area, that the Siam Society, held at the Oriental Hotel, on borrowing of local Man letters by local Thai groups Thursday, 10 July 1986) had the effect to produce, right from the outset, a number of slightly different local proto-Thai scripts Dr. Pe nth pointed out in his introductory which were spread out over a large geographical remarks that the history of the alphabets used by area. the Thais throughout Southeast Asia was still insufficiently known but there were many theories. (3) In the decades around 1300 A.D., efforts He hoped he would be excused if he too come up to reform the old proto-Thai script were made in with certain ideas concerning the origin and both Sukhothai and Chiang Mai. These efforts mark development of the scripts used by tlie Thais, from the turning point from proto-Thai script to modern Assam in the west to Tongking in the east, and from Thai script. Yunnan in the north to Thailand in the south, and (4) Also during the decades before or around referred listeners for further information to his article 1300 A.D., the Thais of Sukhothai and the Thais included in H.R.H. Galyani Vadhana's book on of Chiang Mai did something else that was identical: Yunnan. -
Simplified Abugidas
Simplified Abugidas Chenchen Ding, Masao Utiyama, and Eiichiro Sumita Advanced Translation Technology Laboratory, Advanced Speech Translation Research and Development Promotion Center, National Institute of Information and Communications Technology 3-5 Hikaridai, Seika-cho, Soraku-gun, Kyoto, 619-0289, Japan fchenchen.ding, mutiyama, [email protected] phonogram segmental abjad Abstract writing alphabet system An abugida is a writing system where the logogram syllabic abugida consonant letters represent syllables with Figure 1: Hierarchy of writing systems. a default vowel and other vowels are de- noted by diacritics. We investigate the fea- ណូ ន ណណន នួន ននន …ជិតណណន… sibility of recovering the original text writ- /noon/ /naen/ /nuən/ /nein/ vowel machine ten in an abugida after omitting subordi- diacritic omission learning ណន នន methods nate diacritics and merging consonant let- consonant character ters with similar phonetic values. This is merging N N … J T N N … crucial for developing more efficient in- (a) ABUGIDA SIMPLIFICATION (b) RECOVERY put methods by reducing the complexity in abugidas. Four abugidas in the south- Figure 2: Overview of the approach in this study. ern Brahmic family, i.e., Thai, Burmese, ters equally. In contrast, abjads (e.g., the Arabic Khmer, and Lao, were studied using a and Hebrew scripts) do not write most vowels ex- newswire 20; 000-sentence dataset. We plicitly. The third type, abugidas, also called al- compared the recovery performance of a phasyllabary, includes features from both segmen- support vector machine and an LSTM- tal and syllabic systems. In abugidas, consonant based recurrent neural network, finding letters represent syllables with a default vowel, that the abugida graphemes could be re- and other vowels are denoted by diacritics. -
Benchmarking of Document Image Analysis Tasks for Palm Leaf Manuscripts from Southeast Asia
Journal of Imaging Article Benchmarking of Document Image Analysis Tasks for Palm Leaf Manuscripts from Southeast Asia Made Windu Antara Kesiman 1,2,* ID , Dona Valy 3,4, Jean-Christophe Burie 1, Erick Paulus 5, Mira Suryani 5, Setiawan Hadi 5, Michel Verleysen 2, Sophea Chhun 4 and Jean-Marc Ogier 1 1 Laboratoire Informatique Image Interaction (L3i), Université de La Rochelle, 17042 La Rochelle, France; [email protected] (J.-C.B.); [email protected] (J.-M.O.) 2 Laboratory of Cultural Informatics (LCI), Universitas Pendidikan Ganesha, Singaraja, Bali 81116, Indonesia; [email protected] 3 Institute of Information and Communication Technologies, Electronic, and Applied Mathematics (ICTEAM), Université Catholique de Louvain, 1348 Louvain-la-Neuve, Belgium; [email protected] 4 Department of Information and Communication Engineering, Institute of Technology of Cambodia, Phnom Penh, Cambodia; [email protected] 5 Department of Computer Science, Universitas Padjadjaran, Bandung 45363, Indonesia; [email protected] (E.P.); [email protected] (M.S.); [email protected] (S.H.) * Correspondence: [email protected] Received: 15 December 2017; Accepted: 18 February 2018; Published: 22 February 2018 Abstract: This paper presents a comprehensive test of the principal tasks in document image analysis (DIA), starting with binarization, text line segmentation, and isolated character/glyph recognition, and continuing on to word recognition and transliteration for a new and challenging collection of palm leaf manuscripts from Southeast Asia. This research presents and is performed on a complete dataset collection of Southeast Asian palm leaf manuscripts. It contains three different scripts: Khmer script from Cambodia, and Balinese script and Sundanese script from Indonesia. -
The Unicode Standard, Version 3.0, Issued by the Unicode Consor- Tium and Published by Addison-Wesley
The Unicode Standard Version 3.0 The Unicode Consortium ADDISON–WESLEY An Imprint of Addison Wesley Longman, Inc. Reading, Massachusetts · Harlow, England · Menlo Park, California Berkeley, California · Don Mills, Ontario · Sydney Bonn · Amsterdam · Tokyo · Mexico City Many of the designations used by manufacturers and sellers to distinguish their products are claimed as trademarks. Where those designations appear in this book, and Addison-Wesley was aware of a trademark claim, the designations have been printed in initial capital letters. However, not all words in initial capital letters are trademark designations. The authors and publisher have taken care in preparation of this book, but make no expressed or implied warranty of any kind and assume no responsibility for errors or omissions. No liability is assumed for incidental or consequential damages in connection with or arising out of the use of the information or programs contained herein. The Unicode Character Database and other files are provided as-is by Unicode®, Inc. No claims are made as to fitness for any particular purpose. No warranties of any kind are expressed or implied. The recipient agrees to determine applicability of information provided. If these files have been purchased on computer-readable media, the sole remedy for any claim will be exchange of defective media within ninety days of receipt. Dai Kan-Wa Jiten used as the source of reference Kanji codes was written by Tetsuji Morohashi and published by Taishukan Shoten. ISBN 0-201-61633-5 Copyright © 1991-2000 by Unicode, Inc. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording or other- wise, without the prior written permission of the publisher or Unicode, Inc. -
Spreading the Dhamma: Writing, Orality, And
BUDDHISM / SOUTHEAST ASIA VEIDLINGER (Continued from front flap) by forest-dwelling monastic orders in- “There is really nothing like this book. It addresses issues of current How did early Buddhists actually troduced from Sri Lanka in the develop- interest in Buddhist and cultural studies such as textual community, SPREADING encounter the seminal texts of their ment of Lan Na’s written Pali heritage. It literary and material culture, and the relationship between oral religion? What were the attitudes held SPREADING also considers the rivalry between those and written texts. It also brings to scholarly and public attention —— —— by monks and laypeople toward the monks who wished to preserve the older a period and area of the world that has been understudied and is THE written and oral Pali traditions? In this oral tradition and monks, rulers, and deserving of more attention.” pioneering work, Daniel Veidlinger laypeople who supported the expansion explores these questions in the context of the new medium of writing. DONALD K. SWEARER, Harvard Divinity School, Harvard University of the northern Thai kingdom of Lan DHAMMA Na. Drawing on a vast array of sources, Throughout the book, Veidlinger empha- including indigenous chronicles, reports sizes the influence of changing modes of “Spreading the Dhamma is an ambitious and stimulating contribution by foreign visitors, inscriptions, and communication on social and intellectual to the study of Buddhist textual practices in southern Asia. It Writing, Orality, and Textual palm-leaf manuscripts, he traces the role life. The medium, he argues, is deeply in- should provoke further comparative research on the history of of written Buddhist texts in the predomi- volved in the assimilation of the content, writing technologies and attitudes towards writing within the Transmission in Buddhist nantly oral milieu of northern Thailand and therefore the vessels by which texts from the fifteenth to the nineteenth Pali-using Buddhist world.” have been transmitted in the Buddhist Northern Thailand centuries. -
Repha Representation for Kawi
L2/20-283 Repha representation for Kawi Norbert Lindenberg 2020-12-06 This document discusses the options for representing the repha in the Kawi script, which is proposed for encoding in L2/20-284 Proposal to encode Kawi in the UCS. The option chosen is to encode the repha as a separate character with the general category Lo and the Indic syllabic category Consonant_Preceding_Repha, which implies placing this character immediately before the base consonant of the cluster. Repha In Unicode parlance, repha is a special presentation form of a cluster-initial dead consonant ra, which is rendered as a mark above or to the right of a subsequent consonant that serves as the base of the cluster. An extension of the repha concept is the Myanmar kinzi, which applies the same idea to a cluster-initial dead consonant nga for the Burmese language, and to some other consonants in other languages written in the script. In the Balinese, Javanese, and Kawi scripts, marks that originally were a repha have also been used as fnal -r. In these three scripts, the repha or fnal -r is usually positioned above the base consonant. Repha representations for already encoded scripts The Unicode Standard has used a bewildering variety of approaches to representing repha and repha-like marks: 1. An initial ra followed by a dependent vocalic liquid may be rendered as repha above the corresponding independent vocalic liquid, or in the original form, under conditions not specifed in the Unicode Standard. This approach is used for the Bhaiksuki, Devanagari, Gujarati, Kannada, Oriya, and Telugu scripts, although it is only mentioned in the specifcation for Devanagari.