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CS 4705 Natural Language Processing
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Who am I? Julia Hirschberg –Computational Linguist in CS –Focus: Spoken Language Processing –Lab: The Speech Lab, CEPSR 7LW3-AThe Speech Lab –Research: Deceptive speech Charismatic speech: Emotional speech: anger, uncertainty Speech summarization: Broadcast News Spoken Dialogue Systems: Games CorpusGames Corpus `Translating Prosody’: English - Mandarin
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Is She Lying?
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What will we study in this course? How can machines recognize and generate text and speech? Why do we want them to? –Searching very large text and speech corpora: e.g. the Web –Translating between one language and another: e.g. Arabic and English –Summarizing very large amounts of text: e.g. your email –Building dialogue systems: e.g. Amtrak’s ‘Julie’Julie
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“But I already know about language – I use it all the time…” If you want to find all references to union activities in New York, what keywords do you specify? –Union…and…Unions? United? Uniform? Onion? –Activities…and…Activity? Active? Actor? Action? Morphology: how words are composed of smaller units of meaning If you want to make your email sound more literate, try varying your syntax without changing your semantics: –John hit Bill –Bill was hit by John (passive)
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–Bill, John hit (preposing) –Who John hit was Bill (wh-cleft) Semantics: the context-independent ‘meaning’ of words Syntax: the way words are grouped together into larger constituents and phrases If you want to find travel information about Nice, how do you avoid documents on ‘nice views’ in Puerto Rico? –Word Sense Disambiguation
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If you want to make sure you understand what your friend means when she says –Some people left the party early. –Bill doesn’t drink because he’s unhappy. –John called Bill a Republican and then he insulted him. Pragmatics
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Bureaucracy Instructor: Julia HirschbergJulia Hirschberg –(julia@cs.columbia.edu) –Office and hours: CEPSR 705, TBA Teaching Assistant: Andrew RosenbergAndrew Rosenberg – (amaxwell@cs.columbia.edu) –Office and hours: CEPSR 7LW1-A, TBA Syllabus available at http://www1.cs.columbia.edu/~julia/cs4705/syllab us.html http://www1.cs.columbia.edu/~julia/cs4705/syllab us.html
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Text: Daniel Jurafsky and James H. Martin, Speech and Language Processing, Prentice-Hall, 2000 (available at CU Bookstore)Speech and Language Processing Note errata available on website; check before reading each chapter please; note also that we have new versions of some chapters, available from our syllabus pageerrata Check courseworks Assignments: –4 homework assignments –Midterm and final exams –Seven ‘free’ late days for homework assignments –You must get a CS account Evaluation: 50% homework + 50% exams
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Academic Integrity Copying or paraphrasing someone's work (code included), or permitting your own work to be copied or paraphrased, even if only in part, is forbidden, and will result in an automatic grade of 0 for the entire assignment or exam in which the copying or paraphrasing was done. Your grade should reflect your own work. If you are going to have trouble completing an assignment, talk to the instructor or TA in advance of the due date please. Everyone: Read/write protect your homework files at all times.
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For Next Class Look at syllabus Read Chapters 1-2 of J&M Questions?
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