LING 98a Readings in Linguistics

Independent reading and research under the direction of a faculty supervisor. When appropriate, a faculty member may organize a small group of students into a senior seminar. Usually offered every year.

LING 98b Readings in Linguistics

Yields half-course credit. Usually offered every year.

LING 99d Senior Thesis Research

Involves the student in an independent thesis research project under the supervision of a staff member. A student whose GPA in linguistics is 3.750 or better may apply at the end of the junior year or start of the senior year for permission to enroll in this course and begin work on a senior thesis. The student's findings are to be presented in writing and defended orally before a committee of faculty members. Interested students should contact the undergraduate advising head for further details. Usually offered every year.

LING 100a Introduction to Linguistics
[ ss ]

Open to all students.

A general introduction to linguistic theory and the principles of linguistic analysis. Students will construct detailed analyses of data from English and other languages in the areas of phonetics, phonology, morphology, syntax, semantics, and pragmatics, and examine their implications for a theory of language as it is encoded in the human mind. Usually offered every year.

LING 105a Phonetics
[ dl ss ]

Prerequisite: LING 100a.

Introduces the production and perception of the sounds of human speech in the world's languages. Covers the transcription of speech, articulatory phonetics (anatomy and physiology of speech), acoustic phonetics (transmission of speech), and auditory phonetics (perception of speech). Usually offered every second year.

LING 110a Phonology I
[ ss ]

Prerequisite: LING 100a.

An introduction to generative phonology, the theory of natural language sound systems. Includes discussion of morphophonology, distinctive feature theory, phonological processes and their representation, the interaction of phonological processes, nonlinear phonological representations, and the basic principles of a constraint-based approach to phonology. Usually offered every year.

LING 111a Phonology II
[ ss ]

Prerequisite: LING 110a.

Builds on the study of phonology begun in LING 110a, focusing on current theoretical approaches to some of the classic problems of phonological theory. Topics to be covered include general issues of markedness, syllable structure, metrical phonology, and phonological phenomena that are sensitive to morphological structure. Additional topics may be covered based on student interests. Usually offered every second year.

LING 115a Morphology
[ ss ]

Prerequisite: LING 100a.

An exploration of word structure and its analysis. Topics include the lexicon and lexical entries, word-headedness, argument structure and other issues in morphosyntax, derivational and inflectional morphology, compounds, morphophonology, and non-Indo-European processes like infixing, reduplication, and Semitic root-and-pattern morphology. Usually offered every second year.

LING 120b Syntax I
[ ss wi ]

Prerequisite: LING 100a is recommended but not required.

An introduction to the process of syntactic analysis, to generative syntactic theory, and to many major syntactic phenomena of English and other languages, including the clausal architecture, the lexicon, and various types of syntactic movement. Usually offered every year.

LING 121b Syntax II
[ oc ss ]

Prerequisite: LING 120b.

Continues the study of modern generative syntactic analysis begun in LING 120b, focusing especially on wh-movement, other types of A-bar movement, and anaphora, and including data from a variety of languages. Usually offered every second year.

LING 125b Linguistic Typology
[ ss ]

Prerequisite: LING 100a. LING 110a, 115a, 120b, or 150a recommended.

Focuses on linguistic typology, in which the languages of the world are classified in terms of their common grammatical features rather than by genetic relationships. Includes study of language universals: traits and implicational relationships which hold in (nearly) every language. Usually offered every year.

LING 130a Semantics I
[ hum qr ss ]

Prerequisite: LING 100a. LING 120b recommended.

Explores the semantic structure of language in terms of the current linguistic theory of model-theoretic semantics. Topics include the nature of word meanings, categorization, compositionality, and plurals and mass terms. Usually offered every year.

LING 131a Semantics II
[ dl oc sn ]

Prerequisite: LING 130b or COSI 135b, or permission of the instructor.

Continues the study of formal modeling of language meaning begun in LING 130, focusing especially on meaning and use of interrogative and imperative clauses, implicature and speech acts, information packaging, focus, and pragmatics of dialogue. Usually offered every second year.

LING 140a Discourse and Pragmatics
[ dl oc ss ]

Prerequisite: LING 100a or enrollment in the Master of Science in Computational Linguistics program.

Assuming a theory of sentence-level linguistic competence, what phenomena are still to be accounted for in the explication of language knowledge? The class explores topics in language use in context, including anaphora, deixis, implicature, speech acts, information packaging, and pragmatics of dialogue. Usually offered every second year.

LING 150a Historical Linguistics and Language Change

Prerequisite: LING 100a.

Introduces the study of historical linguistics and language change, using data from ancient and modern languages in a variety of language families. Examines types and mechanisms of change, linguistic reconstruction, and current theories about how and why change occurs. Usually offered every second year.

LING 160b Mathematical Methods for Computational Linguistics
[ qr sn ]

An introduction to the key mathematical concepts which belong to the basic repertoire of computational linguistic methods. Topics covered include combinatorics, discrete probability, linear algebra, and basic differential calculus. Usually offered every year.

LING 173a Psycholinguistics
[ ss ]

An introduction to modern psycholinguistics, with an emphasis on sentence comprehension and production. Questions concerning species-specificity and the neurological organization of language are included for consideration. Usually offered every second year.

LING 190b Topics in Linguistics
[ ss ]

See the schedule of classes for topic and prerequisite(s). Maybe repeated for credit with permission of the instructor.

Advanced topics in linguistics, varying by year. Usually offered every second year.

LING 195a Introduction to Research in Linguistics or Computational Linguistics/Natural Language Processing
[ dl oc ss ]

Prerequisite: Junior standing or higher, and either (a) LING 120b plus one of LING 110a, 130a, or 140a, or (b) COSI 115b and concurrent enrollment in COSI 231a.

Introduction to researching a topic of interest from the primary literature and doing independent research in linguistics or computational linguistics/natural language processing. In short assignments, class presentations, and a final research paper, students gradually complete the initial stages of a research project. In the process, the course explores scholarly and scientific approaches to research in various areas of linguistics and computational linguistics/natural language processing, including the relevant terminology, concepts, and procedures associated with academic writing and research in these areas. Usually offered every year.

LING 197a Language Acquisition and Development
[ dl oc ss ]

Open to all students.

The central problem of first language acquisition is to explain what makes this formidable task possible. Students will learn about the acquisition and development of phonology, morphology, syntax, and semantics in child language.  Additional topics to be covered include the brain and language development, experimental methods for evaluating the linguistic knowledge of children, second-language acquisition, bilingualism, and heritage language and heritage speakers.The overall goal is to arrive at a coherent picture of the language learning process. Usually offered every second year.


COSI 114a Fundamentals of Natural Language Processing I
[ dl sn ]

Prerequisite: COSI 12b or enrollment in the Master of Science in Computational Linguistics program. LING 100a is recommended but not required.

Introduces the computational properties of natural language and the algorithms and machine learning methods used to process it. Students will develop an understanding of natural language processing (NLP) by implementing statistical NLP algorithms and building NLP tools in Python. Topics include statistical properties of natural language, text classification, language modeling, and machine learning and programming techniques for NLP. Usually offered every year.

COSI 115b Fundamentals of Natural Language Processing II
[ dl sn ]

Prerequisites: COSI 114a, plus at least one of LING 160b, MATH 10a, MATH 10b, MATH 15a, MATH 20a, MATH 22a, or equivalent knowledge.

Provides a fundamental understanding of the problems in natural language understanding by computers, and the theory and practice of current computational linguistic systems. Of interest to students of artificial intelligence, algorithms, and the computational processes of comprehension and understanding. Usually offered every year.

LING 105a Phonetics
[ dl ss ]

Prerequisite: LING 100a.

Introduces the production and perception of the sounds of human speech in the world's languages. Covers the transcription of speech, articulatory phonetics (anatomy and physiology of speech), acoustic phonetics (transmission of speech), and auditory phonetics (perception of speech). Usually offered every second year.

LING 131a Semantics II
[ dl oc sn ]

Prerequisite: LING 130b or COSI 135b, or permission of the instructor.

Continues the study of formal modeling of language meaning begun in LING 130, focusing especially on meaning and use of interrogative and imperative clauses, implicature and speech acts, information packaging, focus, and pragmatics of dialogue. Usually offered every second year.

LING 140a Discourse and Pragmatics
[ dl oc ss ]

Prerequisite: LING 100a or enrollment in the Master of Science in Computational Linguistics program.

Assuming a theory of sentence-level linguistic competence, what phenomena are still to be accounted for in the explication of language knowledge? The class explores topics in language use in context, including anaphora, deixis, implicature, speech acts, information packaging, and pragmatics of dialogue. Usually offered every second year.

LING 195a Introduction to Research in Linguistics or Computational Linguistics/Natural Language Processing
[ dl oc ss ]

Prerequisite: Junior standing or higher, and either (a) LING 120b plus one of LING 110a, 130a, or 140a, or (b) COSI 115b and concurrent enrollment in COSI 231a.

Introduction to researching a topic of interest from the primary literature and doing independent research in linguistics or computational linguistics/natural language processing. In short assignments, class presentations, and a final research paper, students gradually complete the initial stages of a research project. In the process, the course explores scholarly and scientific approaches to research in various areas of linguistics and computational linguistics/natural language processing, including the relevant terminology, concepts, and procedures associated with academic writing and research in these areas. Usually offered every year.

LING 197a Language Acquisition and Development
[ dl oc ss ]

Open to all students.

The central problem of first language acquisition is to explain what makes this formidable task possible. Students will learn about the acquisition and development of phonology, morphology, syntax, and semantics in child language.  Additional topics to be covered include the brain and language development, experimental methods for evaluating the linguistic knowledge of children, second-language acquisition, bilingualism, and heritage language and heritage speakers.The overall goal is to arrive at a coherent picture of the language learning process. Usually offered every second year.


LING 121b Syntax II
[ oc ss ]

Prerequisite: LING 120b.

Continues the study of modern generative syntactic analysis begun in LING 120b, focusing especially on wh-movement, other types of A-bar movement, and anaphora, and including data from a variety of languages. Usually offered every second year.

LING 131a Semantics II
[ dl oc sn ]

Prerequisite: LING 130b or COSI 135b, or permission of the instructor.

Continues the study of formal modeling of language meaning begun in LING 130, focusing especially on meaning and use of interrogative and imperative clauses, implicature and speech acts, information packaging, focus, and pragmatics of dialogue. Usually offered every second year.

LING 140a Discourse and Pragmatics
[ dl oc ss ]

Prerequisite: LING 100a or enrollment in the Master of Science in Computational Linguistics program.

Assuming a theory of sentence-level linguistic competence, what phenomena are still to be accounted for in the explication of language knowledge? The class explores topics in language use in context, including anaphora, deixis, implicature, speech acts, information packaging, and pragmatics of dialogue. Usually offered every second year.

LING 195a Introduction to Research in Linguistics or Computational Linguistics/Natural Language Processing
[ dl oc ss ]

Prerequisite: Junior standing or higher, and either (a) LING 120b plus one of LING 110a, 130a, or 140a, or (b) COSI 115b and concurrent enrollment in COSI 231a.

Introduction to researching a topic of interest from the primary literature and doing independent research in linguistics or computational linguistics/natural language processing. In short assignments, class presentations, and a final research paper, students gradually complete the initial stages of a research project. In the process, the course explores scholarly and scientific approaches to research in various areas of linguistics and computational linguistics/natural language processing, including the relevant terminology, concepts, and procedures associated with academic writing and research in these areas. Usually offered every year.

LING 197a Language Acquisition and Development
[ dl oc ss ]

Open to all students.

The central problem of first language acquisition is to explain what makes this formidable task possible. Students will learn about the acquisition and development of phonology, morphology, syntax, and semantics in child language.  Additional topics to be covered include the brain and language development, experimental methods for evaluating the linguistic knowledge of children, second-language acquisition, bilingualism, and heritage language and heritage speakers.The overall goal is to arrive at a coherent picture of the language learning process. Usually offered every second year.


LING 120b Syntax I
[ ss wi ]

Prerequisite: LING 100a is recommended but not required.

An introduction to the process of syntactic analysis, to generative syntactic theory, and to many major syntactic phenomena of English and other languages, including the clausal architecture, the lexicon, and various types of syntactic movement. Usually offered every year.

ANTH 61b Language in American Life
[ deis-us oc ss ]

Examines both language-in-use and ideas about language varieties in the United States from an anthropological perspective. Explores how language-in-use emerges from and builds relationships, social hierarchies, professional authority, religious experience, dimensions of identity such as gender and race, and more. Usually offered every second year.

ANTH 139b Language, Ethnicity, and Nationalism
[ ss ]

Explores the relationships between communication and community, and the ways language helps to shape social categories such as ethnic group, tribe, race, and nation. What role does language play in producing experiences of belonging and difference? A key component of this course will be exploring the relationship between language and culture. This course will consider a range of global cases, from large-scale projects like language standardization to smaller-scale community practices like code-switching, inflection, and slang to investigate the relationship between how we speak, who we are, and where we feel we belong. Usually offered every third year.

ANTH 153a Writing Systems and Scribal Traditions
[ nw ss ]

Explores the ways in which writing has been conceptualized in social anthropology, linguistics and archaeology. A comparative study of various forms of visual communication, both non-glottic and glottic systems, is undertaken to better understand the nature of pristine and contemporary phonetic scripts around the world and to consider alternative models to explain their origin, prestige, and obsolescence. The course pays particular attention to the social functions of early writing systems, the linkage of literacy and political power, and the production of historical memory. Usually offered every second year.

ANTH 186b Language and Culture: Linguistic Anthropology
[ ss ]

Explores the foundational relationship between language and culture by introducing students to linguistic anthropology. Explores how language both reflects and creates thought, culture, identity, and power relations. Topics include the study of linguistic meaning in context, the construction of social relationships through language, language and politics, language and religion, and our own experiences with language in everyday life. Usually offered every second year.

COML 171a Literary Translation in Theory and in Practice
[ hum ]

Prerequisite: Excellent reading knowledge of any language other than English. Students will be asked to demonstrate proficiency before receiving consent to enroll in the course.

Approaching literary translation from several angles at once, this course combines readings in the history and theory of translation with a practical translation workshop. Students will experience first-hand the challenges of literary translation and, with the help of the theoretical readings, reflect on what the process teaches us about linguistic, literary, and cultural difference. Usually offered every second year.

COSI 112a Modal, Temporal, and Spatial Logic for Language
[ sn ]

Prerequisites: COSI 29a, COSI 121b, LING 130a, or PHIL 6a.

Examines the formal and computational properties of logical systems that are used in AI and linguistics. This includes (briefly) propositional logic and first order logic, and then an in-depth study of modal logic, temporal logic, spatial logic, and dynamic logic. Throughout the analyses of these systems, focuses on how they are used in the modeling of linguistic data. Usually offered every second year.

COSI 114a Fundamentals of Natural Language Processing I
[ dl sn ]

Prerequisite: COSI 12b or enrollment in the Master of Science in Computational Linguistics program. LING 100a is recommended but not required.

Introduces the computational properties of natural language and the algorithms and machine learning methods used to process it. Students will develop an understanding of natural language processing (NLP) by implementing statistical NLP algorithms and building NLP tools in Python. Topics include statistical properties of natural language, text classification, language modeling, and machine learning and programming techniques for NLP. Usually offered every year.

COSI 115b Fundamentals of Natural Language Processing II
[ dl sn ]

Prerequisites: COSI 114a, plus at least one of LING 160b, MATH 10a, MATH 10b, MATH 15a, MATH 20a, MATH 22a, or equivalent knowledge.

Provides a fundamental understanding of the problems in natural language understanding by computers, and the theory and practice of current computational linguistic systems. Of interest to students of artificial intelligence, algorithms, and the computational processes of comprehension and understanding. Usually offered every year.

COSI 132a Information Retrieval
[ sn ]

Prerequisites: COSI 21a and COSI 114a, LING 131a, or strong Python programming skills.

Explores the theory and practice of textual information retrieval, including text indexing; Boolean, vector space and probabilistic retrieval models; evaluation; interfaces; linguistic issues; web search; QA and text classification. Students will implement algorithms and design and build a search-based application. Usually offered every year.

COSI 135b Computational Semantics
[ sn ]

Prerequisites: COSI 10A or COSI 12b or equivalent, and COSI 121b or LING 130a, or permission of the instructor. 

A study of the computational treatment of core semantic phenomena in language. After a review of first-order logic and the lambda calculus, the course focuses on three core topics: interrogative structures, including semantics of questions, question-answering systems, dialogue, entailment, commonsense knowledge; meaning update and revision; and computational lexical semantics. Usually offered every second year.

COSI 136a Automatic Speech Recognition
[ sn ]

Prerequisite: COSI 114a or permission of the instructor.

Explores speech recognizer core components and their underlying algorithms, surveying real applications. Covers phonetics, HMMs, finite state grammars, statistical language models, and industry standards for implementing applications, like VXML. Students build and analyze simple applications using a variety of toolkits. Usually offered every year.

COSI 216a Topics in Natural Language Processing

Prerequisites vary by topic. The course can be repeated for credit with the approval of the instructor if the student has not previously taken the course covering the same topic.

Reviews recent trends in computational approaches to linguistics, semantics, knowledge representation for language, and issues in parsing and inferences. Topics vary by year. Usually offered every second year.

COSI 217b Natural Language Processing Systems

Prerequisites vary by topic.

This course looks at building coherent systems designed to tackle real applications in computational linguistics. Particular topics will vary from year to year, but each call will consider some of the following: machine (aided) translation, speech interfaces, information retrieval/extraction, natural language question answering systems, dialogue systems, summarization, computer-assisted language learning, language documentation/linguistics hypothesis testing, and handwriting recognition. Usually offered every year.

COSI 230b Natural Language Annotation for Machine Learning
[ sn ]

Prerequisite: COSI 115b or either LING 131a or COSI 114a with concurrent enrollment in COSI 115b.

Studies corpus linguistics, the computational study of any naturally occurring fragment of language, a key area for data mining, information extraction, and machine learning. Students model, annotate, train, test, evaluate, and revise their own corpus for machine learning. Usually offered every second year.

COSI 231a Advanced Machine Learning Methods for Natural Language Processing
[ sn ]

Prerequisite: COSI 115b.

An introductory graduate-level course covering fundamental concepts in statistical Natural Language Processing (NLP). Provides an in-depth view of linear and neural machine learning methods used in NLP, including supervised and unsupervised methods used in text classification, sequence labeling, sequence-to-sequence transduction, and parsing of syntactic and semantic structures. Usually offered every year.
Benjamin Wellner or Nianwen Xue

COSI 232b Advanced Machine Learning Methods for Natural Language Processing II
[ sn ]

Prerequisite: COSI 231a.

An advanced graduate-level core course exploring state-of-the-art techniques and applications in natural language processing. Covers recent NLP advancements, focusing on large language models, pretrained model fine-tuning, transfer learning, and few-shot learning, and their applications in current NLP tasks such as knowledge extraction, text generation, and dialogue systems. Usually offered every year.

COSI 233a Discourse and Dialog

Prerequisite: COSI 231a.

A critical element of interactive systems is managing the dialog between the system and the user. This course will explore multiple approaches to implementing dialog management components, both symbolic and statistical, including what contextual information must be represented in the dialog states and the decision processes to move from one state to another. Students will implement a dialog manager using industry standards. Usually offered every second year.

HBRW 167b The Sleeping Beauty: The Revival of Modern Hebrew
[ dl fl hum ]

Prerequisite: Any 40-level Hebrew course or permission of the instructor.

An advanced course that surveys the origins of the Hebrew language and its development throughout the centuries, focusing on its major stages (biblical, rabbinic, medieval, and modern). Explores the unique phenomenon of its revival as a spoken language and its adaptation to the modern world. Usually offered every second year.

NPSY 22b Introduction to Cognitive Neuroscience
[ sn ss ]

Prerequisite: PSYC 10a or MATH 10a or permission of the instructor.

This course explores how the human brain makes the human mind. It covers neural and behavioral dimensions of attention, memory and learning, perception, motor control, plasticity and planning. Experimental approaches and neuroimaging are emphasized. Usually offered every year.

NPSY 199a Human Neuropsychology
[ sn ss ]

Prerequisite: Psych 10a or Math 10a and at least sophomore standing.

Designed as an introduction to human neuropsychology. Topics include cerebral dominance, neuroanatomical mapping, and localization of function, with special reference to language, memory, and related cognitive function. Usually offered every year.

PHIL 131a Philosophy of Mind
[ hum wi ]

Covers the central issue in the philosophy of mind: the mind-body problem. This is the ongoing attempt to understand the relation between our minds -- our thoughts, perceptions, feelings, and so on -- and our bodies. Is the mind just a complex configuration of (neural) matter, or is there something about it that's irreducibly different from every physical thing? Topics include intentionality, consciousness, functionalism, reductionism, and the philosophical implications of recent work in neuroscience, cognitive science, and artificial intelligence. Usually offered every year.

PHIL 133b Mental Content: Mind, World and Meaning
[ hum ]

Covers central philosophical themes in the theory of meaning, focusing on the development of theories of reference and representation in 20th-century analytic philosophy. The material covered includes the seminal works of Frege, Russell, and Kripke, which laid the groundwork for the contemporary fields of philosophy of mind and philosophy of language. The class will be taught as an advanced lecture course, with ample time for discussion included; it is designed for students with some background in philosophy. The material covered is essential for students interested in philosophy of mind and philosophy of language, and will also be of interest to students in linguistics. Usually offered every second year.