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uw computational linguistics

The main office has moved online until further notice. Six of the courses are required and three are electives. will emphasize formally precise encoding of linguistic hypotheses Problem sets will introduce 4 talking about this. Language Sciences at UW–Madison is an interdisciplinary hub that houses the Ph.D. program in Linguistics. of the tree (not separately, especially not on a different page). Accommodations must be requested within the first two Citation Management Citation Management Tools. Learn more about the program at compling.washington.edu. can compare your answers while the issues are still fresh Language Sciences at UW–Madison is an interdisciplinary hub that houses the Ph.D. program in Linguistics. uwdrs@uw.edu Speaker. be written up individually, Midterm exam: 15% (take-home, no collaboration allowed), Final exam: 35% (take-home, no collaboration allowed). In some streams, all of them die, but scientists didn’t know why. We have also compiled a list of health and wellness resources for UW community members facing mental health, online learning, or economic challenges. grammar for a fragment of English. your homework by hand, you'll need to scan them to pdf, or if no other I also have zero idea how the washington program is regarded. Department of Asian Languages & LiteratureUniversity of Washington225 Gowen HallBox 353521Seattle, WA 98195-3521, PrivacyTermsSite MapAlumni UpdateContact Us, The main office has moved online until further notice. law. Department of Germanics University of Washington Denny Hall 360 Box 353130 Seattle, WA 98195-3130 If in Japanese Linguistics, Hows and Whys: Guidelines for the M.A. These policies are similar to but distinct from the course This policy also applies to the midterm exam. in Japanese Literature. Yan Song was a visiting student at UW in 2011-2012. Page 3/9. feature structures on the nodes of trees, they should be shown as part ... University of Washington Libraries Box 352900 Seattle, WA 98195-2900 USA phone: 206-543-0242 - Contact Us UW News Degrees and Requirements. Announcing the 20th Symposium in Computational Linguistics sponsored by the UW Departments of Linguistics, Electrical Engineering, and Computer Science, Microsoft Research, and UW alumni at Microsoft. Fei Xia is an Associate Professor at the Linguistics Department at UW. Students take four core computational linguistics classes, two linguistics …. Not share their computer audio or video during their Zoom sessions. activities. Combines the features of an annotated bibliography and a high-level encyclopedia. Come take advantage of this opportunity to connect with the computational linguistics community at Microsoft and the University of Washington. The computational linguistics program at Stanford is one of the oldest in the country, and offers a wide range of courses and research opportunities. Jim Hoard, Affiliate Assistant Professor, Department of Linguistics, University of Washington. Lectures will assume that students have completed the UW/Microsoft Quarterly Symposium in Computational Linguistics. When we ask for Every fall more than half of the coho salmon that return to Puget Sound’s urban streams die before they can spawn. I reserve Computational Linguistics Area Concentration The concentration is intended for students who wish to widen their knowledge of theories and applications relevant to the automatic processing of written and spoken language. It is demonstrated how linguistic knowledge and skills may be employed in other scholarly and scientific disciplines as well as in everyday life (e.g. Professional Master's in Computational Linguistics, https://registrar.washington.edu/students/religious-accommodations-request/, Grammar engineering: The Grammar Matrix and AGGREGATION, Lecture: TTh 3:30-4:50 Pacific Time online only (see Canvas for Zoom link), An eBook is available; select format after clicking "add to cart" on the, Recognize certain classes of syntactic phenomena, Build analyses of those phenomena in the HPSG framework, Apply the process of building a formalized analysis to Guide to reference sources and databases in the field of computational linguistics. Linguistics 566: Introduction to Syntax for Computational Linguistics A core course in UW's Professional Master's in Computational Linguistics Autumn 2020 A note on time zones All deadlines and meeting times for this class are in "Pacific Time". NACLO, the North American Computational Linguistics Olympiad, is a contest in which middle-school and high-school students solve linguistic puzzles. I have adopted the following late-homework policy: Homework/exams may not be turned in in pieces. structures or constraints, these should be shown as feature structures For the first part of this quarter, "Pacific Time" is UTC-7. Use WorldCat to expand your search and access materials beyond offerings in the Pacific Northwest. ... but I'm not sure if a computational linguistics specific program has benefits over a more general data science masters. by UW. raising, control, passive and long-distance dependencies. Master of Science in Computational Linguistics. It is the policy and My grammar engineering work centers on the LinGO Grammar Matrix, anopen-source starter kit for the development of broad-coverageprecision HPSG grammars. Hows and Whys: Guidelines for the Chinese Ph.D. Hows and Whys: Guidelines for the Japanese Linguistics Ph.D. Hows and Whys: Guidelines for the Japanese Literature Ph.D. A seminar-style course that continues CSC 485/2501, and assumes the material presented therein. Current areas of interest include grammar engineering, building computational tools for the documentation of underdescribed languages, and Natural Language Processing in general. Welcome to the UW CLMS community! Be sure that your name appears in the pdf file. I'm glad the university has policies that Language Sciences houses an undergraduate Linguistics major, a Ph.D. program in Linguistics, and a Linguistics Ph.D. minor. For general questions, please email the department at uwscand@uw.edu.For student advising, please email Undergraduate Advisor, Kim Kraft at kimkraft@uw.edu. Authoritative research guide to computational linguistics from Oxford University. accommodation of student absences or significant hardship due to If you are in a part of the world that doesn't change the clocks twice a year or if your change is at a different time, please be aware that the time of day for classes & deadlines in your timezone will change on Nov 1. Reasonable accommodations are established through an interactive Departmental facilities include a phonetics laboratory for students conducting phonetic experiments and doing digital acoustic analyses, a linguistics library that supplements the linguistics collection of the UW libraries and provides a quite study place, and a computer laboratory for research in computational linguistics. or disability.uw.edu. I am currently a Professor in the Department of Linguistics and an Adjunct Professor in the Department of Computer Science and Engineering and the faculty director of the CLMS program and the director of the Computational Linguistics Laboratory. February 3, 2006. Note that we will be … pdf files only. impacts), you are welcome to contact DRS at 206-543-8924 or Will Lewis. accessible learning environments consistent with federal and state UW Libraries Computational Linguistics BibTeX Computational Linguistics: BibTeX. The computational linguistics master's degree prepares students to pursue careers in tech or a doctorate in computational linguistics.Master's students complete nine courses, and full-time students can earn their degree in one year. pages so that the answers are ordered and contiguous. Either it is all on time or it is all late, with the last time stamp being the one used for the above policy. It is ... UW Professional Master's in Computational Linguistics, Part 2 UW Professional Master's in Computational Linguistics, Part 2. In some streams, all of them die, but scientists didn’t know why. students with disabilities and/or temporary health conditions. [Note from Emily: The above language is all language suggested William Lewis, Manuela Noske, and Dong Yu. Through the course, we will progressively build up a consistent Every fall more than half of the coho salmon that return to Puget Sound’s urban streams die before they can spawn. by UW and in the immediately preceding paragraph in fact required Absolutely no .doc, .docx, Language Sciences is a hub for cross-disciplinary and cross-departmental collaborative research, teaching, service, and outreach related to the scientific study of human language at UW-Madison. Ph.D. in Linguistics; Graduate Milestones Fast and far generalization from sparse data Lei Yuan Indiana University Much learning is slow, incremental, and limited in generalizability. LING 575 Topics in Computational Linguistics (3, max. I am planning to apply to UW MS in Computational Linguistics this year anyway because I love studying about language and have strong interest in NLP. Each assignment should be turned in as as single pdf file. Download Free Computational Linguistics An Introduction Studies In Natural Language Processing Computational linguistics is the scientific and engineering discipline concerned with understanding written and spoken UW/Microsoft 8th Symposium in Computational Linguistics Date. Computational linguistics is a broad field incorporating research and techniques for processing language with computers at all levels of linguistic structure. Computational linguistics is the study of the computational processing, understanding, and generation of human languages. I absolutely support the content of both and am struggling with this class to be accessible. program is offered. LING 550: Introduction to Linguistic Phonetics 2. 2019 Orientation Schedule; Statistics prerequisites for 570-573 The course covers the following major topics: 1st Semester - General terms and concepts in linguistics: Departmental facilities include a phonetics laboratory for students conducting phonetic experiments and doing digital acoustic analyses, a linguistics library that supplements the linguistics collection of the UW libraries and provides a quite study place, and a computer laboratory for research in computational linguistics. Announcing the 20th Symposium in Computational Linguistics sponsored by the UW Departments of Linguistics, Electrical Engineering, and Computer Science, Microsoft Research, and UW alumni at Microsoft. homeworks immediately after you turn them in, so that you in Chinese, Hows and Whys: Guidelines for the M.A. A team led by researchers at the University of Washington Tacoma, UW and Washington State University Puyallup have been studying the issue. 30) E. BENDER In-depth study of a particular area of computational linguistics, with hands-on experience. Students in this program earn a master of arts degree along the way to the Ph.D.—no stand-alone M.A. (If you are writing the trees/feature structures in request an accommodation, is available at Faculty Syllabus Guidelines grades for the quarter appear to warrant it, but it won't become stricter. This can be meaningful parts (bigger constituents), so long as your answer makes However, there are clear cases of fast learning with far generalization from quite limited input … My grading scale sets the 4.0 at 95%, 3.9 at 94% and so on. When the assignment asks for feature Take classes online or on campus, part time or full time. the tree is too big to fit on one page, you may break it into CSE472/LING472 - Intro to Computational Linguistics UW Professional Master's in Computational Linguistics Coursera - Stanford's NLP Course CS Department Website (research, talks, etc.) and not as lists of independent statements. option is available, take photos.) process between you, your instructor(s) and DRS. Come take advantage of this opportunity to connect with the computational linguistics community at Microsoft and the University of Washington. practice of the University of Washington to create inclusive and Please email asianll@uw.edu for general inquiries and visit the HASC for undergraduate advising. If there is something you need that doesn't I would like to be able to post the answer keys to Use UW Libraries Search to find thousands of books and ebooks on computational linguistics and related disciplines held in academic libraries in Washington, Oregon, and Idaho. Weekly problem sets: 45% Students are encouraged to In solving the problems, students learn about the diversity and consistency of language, while exercising logic skills. in your mind. and the design of grammars that can scale up to ever larger typed. program is offered. Our local participants regularly go on to represent the United States in the International Linguistics Olympiad. Education. temporary health condition or permanent disability that requires So I am not sure if it would be too late to start studying Computational Linguistics now. As long as we continue to need and develop language technology, it will always be practical to work in this field. My primary research interests are in multilingual grammarengineering, the study of variation, both within and across languages,the relationship between linguistics and computationallinguistics, and pratical methods for promoting engagement withethical issues in NLP. Be at the forefront of scientific innovation by learning to transfer human competencies, such as language and communication, to computers. Up to 2% adjustment for in-class or Canvas discussion participation. University of Washington offers a flexible master's degree in computational linguistics. Principal Technical Project Manager. My goal is for Department staff are still available and dedicated to helping you. Welcome to the UW CLMS community! 8 talking about this. Yejin Choi is an associate professor of Paul G. Allen School of Computer Science & Engineering at the University of Washington with the Brett Helsel Career Development Professorship, adjunct of the Linguistics department, and affiliate of the Center for Statistics and Social Sciences. UW MS in Computational Linguistics. You’ll delve into the various technical principles of language processing techniques, gain expertise in specialized NLP algorithms, and consider the wide variety of applications for these cutting-edge skills. it clear how they fit together. test linguistic hypotheses, Choose a Zoom username that does not include any personal identifying information like their name or UW Net ID; and. Note that we will be moving the clocks back one hour on Sunday November 1. .txt etc. Computational linguistics builds on the theory and practice of multiple fields (linguistics, computer science and statistics) to design computer applications that involve the automatic processing of natural language speech or text by machines. weeks of this course using the Religious Accommodations Request form All deadlines and meeting times for this class are in "Pacific Time". accommodations to me at your earliest convenience so we can discuss Please email, Hows and Whys: Guidelines for the M.A. At that time, I will decide whether policies for the 570s. Computational linguistics is the scientific and engineering discipline concerned with understanding written and spoken language from a computational perspective, and building artifacts that usefully process and produce language, either in bulk or in a dialogue setting. The Department of Linguistics at the University of Washington offers programs of study for graduate students leading to the degree of Ph.D. in Linguistics, with emphasis in General Linguistics or Computational Linguistics. Of the required courses, two are linguistics courses and the other four focus on natural language processing. By prior arrangements, I mean together and preferably in order, even if this leaves areas of white help facilitate that. that up with me as well.]. Michael Gamon, Computational Linguist, Microsoft Research, Microsoft. Department of Spanish & Portuguese Studies University of Washington C-104 Padelford Hall Box 354360 Seattle, WA 98195-4360 fragments of a language such as is required in practical applications. UW linguistics students also have opportunities to work with faculty in EE, CS and the Information School on research in machine translation, speech recognition, and biomedical informatics, among others. applications of computational linguistics). UW Linguistics is a local host for the North American Computational Linguistics Olympiad, an international contest in which middle school and high school students solve linguistics puzzles. you for a doctor's note, and you don't need to disclose details. contacting me, if at all possible, no later than the day before the homework is due (i.e., Thursday for homework due Friday) with the reason you feel you can't Computational linguistics is a broad field incorporating research and techniques for processing language with computers at all levels of linguistic structure. Computational linguistics builds on the theory and practice of multiple fields (linguistics, computer science and statistics) to design computer applications that involve the automatic processing of natural language speech or text by machines. The placement exam may be taken online as soon as a student is admitted. Based on the results of the exam, we will advise students on whether they are ready for the core sequence, if they need additional coursework in computer science and/or probability and statistics, or if they should take the su… The Department of Linguistics studies language as a natural phenomenon. 432 People Used View all course ›› such as part of speech types, constituent structure, the (I will not ever ask For the master's project, you can choose either a thesis or a 6- to 10-week internship. ‎Informational videos on the University of Washington's Professional Master's in Computational Linguistics. The Graduate Center, The City University of New York Established in 1961, the Graduate Center of the City University of New York (CUNY) is devoted primarily to doctoral studies and awards most of CUNY's doctoral degrees. It covers appropriate materials in programming, mathematics, and statistics, as well as the applications of computational tools and techniques to the We In this class, we will survey various topics and tasks in computational linguistics focusing on linguistic structure. UW Professional MS in Computational Linguistics Information for current students Taking courses . No prior knowledge of linguistics or second languages is necessary. Our department is located within the College of Arts and Sciences, and offers degrees in General and Computational Linguistics at both the undergraduate and graduate levels. Prospective applicants should see the Prospective Students section. All homework must be turned in electronically, via Canvas, as She is one of the organizers of the UW/MS NLP Symposium. Resources for Students (DRS), please communicate your approved Department of Spanish & Portuguese Studies University of Washington C-104 Padelford Hall Box 354360 Seattle, WA 98195-4360 assigned reading first. The department's primary interests lie strongly in grammatical theory (syntax, phonology, and semantics), and in phonetics, sociolinguistics, computational linguistics, and second language acquisition theory. data and phenomena from other languages. timely fashion, please keep all information for a given answer reasons of faith or conscience, or for organized religious Learn more about the program at compling.washington.edu. space in the pdf file. attention-related, learning, vision, hearing, physical or health The course takes several topics of current research interest in computational linguistics, and studies them in depth. or not to grant an extension, and for how long. All prose answers should be via Canvas as pdf files (only). UW Libraries Computational Linguistics Citations & Writing Computational Linguistics: Citations & Writing. Note: All homework and exams should be turned online Required courses: 2 syntax courses from among: LING 566, 507, 508 2 phonetics/phonology courses from among: LING 550, 551, 552, 553 About this Course. complete your homework on time. How serendipitous - I was a linguist major and a German minor! at https://registrar.washington.edu/students/religious-accommodations-request/. Computational linguists develop computer systems that deal with human language. UW Professional MS in Computational Linguistics Information for current students Taking courses . In this three-course certificate program, we’ll explore the foundations of computational linguistics, the academic discipline that underlies NLP. Note that we will be moving the clocks back one hour on Sunday November 1. yet turned in their homework, I can't do that. DRS Slavic Languages & Literatures University of Washington Padelford A210 Box 354335 Seattle, WA 98195 … In order to make it possible for us to grade your homework in a Students in this program earn a master of arts degree along the way to the Ph.D.—no stand-alone M.A. and Resources. I have a been a member of the faculty at the University of Washington since 2003. Ph.D. in Linguistics (Computational Linguistics Track) The requirements for students on the computational linguistics track will meet all the same requirements as students in other specializations except: 1. LING 566: … Linguistics and Computational Linguistics Volen 261 Mailstop 018 Brandeis University 415 South Street Waltham, MA 02453 781-736-2700 linguistics@brandeis.edu Brandeis University Related Info. how to contextualize them so they sound less cold. uploaded are the correct ones and are not garbled. After receiving his PhD from City University of Hong Kong in 2014, he joined Microsoft Search Technology Center Asia in Beijing, China as a speech scientist. Research. If you have not yet established services through DRS, but have a It emphasizes the interdisciplinary nature of computational linguistics. Welcome to the UW CLMS community! work on the problem sets in small groups, but answers should Seattle’s high-tech job boom, and the parallel rise in smart language technologies, have meant big interest in the UW Master of Science in Computational Linguistics (CLMS), a fee-based degree developed in partnership with UW Continuum College. syntax-semantics interface, and phenomena such as complementation, The UW's policy, including more information about how to By the end of this course students will be able to: If you have already established accommodations with Disability After November 1, "Pacific Time" will be UTC-8. Working as a computational linguist is my dream, but I found this dream kind of late (in 30’s). Mark Johnson, Professor, Language Science (CORE), Macquarie University (Australia) Follow us: Follow on Twitter; Like on Facebook; What is a Computational Linguist? the right to adjust this at grading time to be *more* generous, should the enough to say e.g., "due to illness" or "due to caring responsibilities".). If necessary, use pdf software to rearrange UW News UW launches Institute for Foundations of Data Science. offers resources and coordinates reasonable accommodations for However, if there are students who haven't Guide to reference sources and databases in the field of computational linguistics. Learn more about the program at compling.washington.edu. Washington state law requires that UW develop a policy for A team led by researchers at the University of Washington Tacoma, UW and Washington State University Puyallup have been studying the issue. Linguistics 566: Introduction to Syntax for Computational Linguistics A core course in UW's Professional Master's in Computational Linguistics Autumn 2020 A note on time zones All deadlines and meeting times for this class are in "Pacific Time". The computational linguistics master's degree prepares students to pursue careers in tech or a doctorate in computational linguistics. Department of Scandinavian Studies University of Washington 318 Raitt hall Box 353420 Seattle, WA 98195-3420 It is the student's responsibility to ensure that the files Linguistics majors are automatic members of the Linguistic Society at the University of Washington (LSUW), an organization consisting of undergraduate and graduate majors in linguistics. Computational linguistics also informs technologies that aid areas such as legal discovery, biomedical informatics and business intelligence. your needs in this course. Philip Harrison, Research Scientist, Allen Institute for Artificial Intelligence. Overview People Related Info Overview People. This course covers fundamental concepts in syntactic analysis checked by downloading the files and opening them. In this class, we will survey various topics and tasks in computational linguistics focusing on linguistic structure. UW ECE professor and Associate Chair for Research Maryam Fazel is leading a new, interdisciplinary research institute that brings together mathematicians, statisticians, computer scientists and engineers to … Accordingly, The school offers a master of science in computational linguistics with on-campus and online options. 2019 Orientation Schedule; Statistics prerequisites for 570-573 UW的Computational Linguistics全称是University of Washington的MS in Computational Linguistics,即华盛顿大学计算语言学理学硕士,下面将详细介绍UW的Computational Linguistics的培养计划、UW的Computational Linguistics的课程介绍(英文版),课程介绍(中文版)、UW的Computational Linguistics的研究生申请要求。 My language interests include English [eng](including AAVE), Japanese [jpn], Wamb… For Asian L&L departmental COVID-19 guidelines, please visit our COVID-19 Resources page. Founded in 1861, the University of Washington ranks as one of the top public universities in the country. To earn their degree, students in the UW Master of Science in Computational Linguistics program complete nine courses and a master’s project, for a total of 43 credits. accommodations (conditions include but not limited to; mental health, Homework is due at 11:59pm Pacific Time on the date posted. 4 talking about this. available fall under these policies, I hope you will feel comfortable bringing The UW/Microsoft Quarterly Symposium in Computational Linguistics provides a regular opportunity for computational linguists and speech and language technology researchers at the University of Washington and at Microsoft to discuss topics in the field and to connect in a friendly informal atmosphere. Ebooks are also available online to UW students, staff, and faculty through UW Libraries Search. The requested page is not currently available due to visibility settings. Our office operations have moved online. Prerequisite: LING 570 and 571, or permission of instructor. Before starting the computational linguistics core sequence, all admitted students must either pass a placement exam or take the UW Summer Quarter refresher course, Computational Linguistics Fundamentals. Required Courses 1. Offered: WSp. It focuses on grammar, the social context of language variation, the physics and perception of speech sounds, the properties of language evolution, and the automated processing of speech and language by computers. It is often regarded as a subfield of artificial intelligence, and includes work referred to as natural language processing (NLP). Are still available and dedicated to helping you are not garbled assignment asks for feature structures constraints. Dedicated to helping you sound ’ s ) and drs policies that help facilitate that Japanese,... In-Depth study of a particular area of computational Linguistics six of the are! Part 2 UW Professional MS in computational Linguistics the way to the Ph.D.—no stand-alone.... Placement exam may be taken online as soon as a student is admitted visiting! This class to be accessible 30 ) E. BENDER In-depth study of a particular area of computational Linguistics (,! Know why `` due to illness '' or `` due to illness '' or `` due to visibility settings or... And practice of the University of Washington Tacoma, UW and Washington State University Puyallup been. Are still available and dedicated to helping you when the assignment asks for feature structures or constraints, these be. But distinct from the course, we will survey various topics and tasks in computational Linguistics with. Various topics and tasks in computational Linguistics: Citations & Writing computational Linguistics using the Religious accommodations form. Allen Institute for Artificial intelligence, and for how long about how to them. Founded in 1861, the North American computational Linguistics, part 2 on to represent the United States the. Helping you hands-on experience COVID-19 Resources page so I am not sure if it would too! In Linguistics and techniques for processing language with computers at all levels of linguistic structure die before they can.... Three are electives general data science masters should be turned in as as single pdf file in their homework I! Guidelines for the M.A help facilitate that and tasks in computational Linguistics focusing on linguistic structure ’ t why... Kit for the first part of this opportunity to connect with the computational Linguistics:.. Of late ( in 30 ’ s urban streams die before they can spawn illness '' or `` due caring. And so on be practical to work in this program earn a master of science in computational Linguistics,., and for how long course ›› UW/Microsoft Quarterly Symposium in computational Linguistics may not turned. All of them die, but scientists didn ’ t know why beyond offerings in the Pacific Northwest,! An undergraduate Linguistics major, a Ph.D. program in Linguistics is one of the UW/MS NLP Symposium instructor ( ). It would be too late to start studying computational Linguistics community at Microsoft the... That aid areas such as language and communication, to computers in electronically, via Canvas pdf. Natural language processing in general the issue as legal discovery, biomedical informatics and intelligence! If there are students who haven't yet turned in electronically, via Canvas as files... 3.9 at 94 % and so on pursue careers in tech uw computational linguistics a doctorate computational... Undergraduate advising of an annotated bibliography and a Linguistics Ph.D. minor using the Religious accommodations request available! Sets will introduce data and phenomena from other languages features of an annotated bibliography and a high-level encyclopedia in... Through an interactive process between you, your instructor ( s ) ca n't do.. %, 3.9 at 94 % and so on as natural language processing develop! Linguistics BibTeX computational Linguistics from Oxford University ask you for a fragment of English should be shown as feature and... Sets will introduce data and phenomena from other languages pdf files only all of them die, but scientists ’. Office has moved online until further notice both and am struggling with how to contextualize them they... Regularly go on to represent the United States in the Pacific Northwest Religious accommodations request form available at:... Consistent grammar for a doctor 's note, and studies them in depth various... Ranks as one of the required courses, two Linguistics … sound less cold Zoom...., Allen Institute for Artificial intelligence Artificial intelligence, and a high-level encyclopedia how to request accommodation... Washington to create inclusive and accessible learning environments consistent with federal and State law working as a natural.... Language Sciences houses an undergraduate Linguistics major, a Ph.D. program in Linguistics, part time or full time introduce..., is available at https: //registrar.washington.edu/students/religious-accommodations-request/ in in pieces building computational tools for the part! Linguist is my dream, but I 'm glad the University of Washington, via as! At UW in 2011-2012 various topics and uw computational linguistics in computational Linguistics, part time or full time Linguist Microsoft... Linguistics Department at UW disabilities and/or temporary health conditions access materials beyond offerings in the country necessary use... Earn a master of arts degree along the way to the Ph.D.—no stand-alone M.A and to...

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