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Computational Linguistics
Lecture 1: Introduction
  What is Linguistics?
  Prescriptive Grammar:
  Descriptive Grammar:
  Some Linguistic Methods
  Grammatical Theory
  Linguistics Beyond Grammar
  linguistics
  What is computational linguistics?
                             Dr. Saeed Rahati
What is Linguistics?
 Linguistics is the study of human language,
  broadly construed.
 Linguistics is a scientific discipline with
  established theories, analytic methods, and
  real-world applications.
 Linguists often study individual languages,
  but...
 When linguists study individual languages,
  they have larger issues in mind.
… What is Linguistics?   3


Linguistics is descriptive,
not prescriptive
Prescriptive Grammar:                4




 Rules against certain usages.
 Few if any rules for what is
  allowed.
 Condemns forms generally in use.
 Explicitly normative enterprise.
Descriptive Grammar:
 Rules characterizing what people do
  say.
 Tries to do so in a way that reflects
  internalized generalizations that
  people have made.
 Linguists are fundamentally
  concerned with linguistic
  knowledge.
Anyway, language isn’t logical:          6


•   parkway vs. driveway
•   maternity dress vs. paternity suit
•   bathing trunks (pl) vs. bikini (sing)
•   you are vs. *you is
•   Aren’t I clever? vs. *I aren’t clever.
Some Linguistic Methods                7


◮ Fieldwork
◮ Formal analysis of patterns in data
sets
◮ Psycholinguistic experiments
◮ Computational modeling
◮ Corpus analysis
Grammatical Theory                       8


◮   Phonetics: The study of speech sounds
◮   Phonology: The study of sound systems
◮   Morphology: The study of word structure
◮   Syntax: The study of sentence structure
◮   Semantics: The study of linguistic meaning
◮   Pragmatics: The study of language use
Phonetics: The Study of Speech
Sounds                           9
Phonology: The Study of Sound
Systems                         10
Morphology: The Study Of Word
  Structure                                    11


◮ missile: ‘ICBM’
◮ anti-tank-missile: ‘missile targetting
tanks’
◮ anti-aircraft-missile: ‘missile targetting
aircraft’
◮ anti-missile-missile: ‘missile targetting
ICBMs’
Morphological Rules                                    12


◮ Rule: Anti-X-missile is a missile
targetting Xs.
◮ What kind of missile targets anti-
missile-missiles?
◮ anti-anti-missile-missile-missile
◮ anti-anti-anti-missile-missile-missile-missile:
‘missile targetting anti-anti-missile-missile-missiles’
Syntax: The Study of Sentence
  Structure                                   13


◮ I saw the woman with the telescope.
I [saw [the woman] [with the telescope]].
I [saw [[the woman] [with the telescope]]].

◮ Put the block in the box on the table
in the bedroom.
◮ Put the block in the box on the table
in the bedroom near the kitchen.
Semantics: The Study of
  Linguistic Meaning                       14

◮ Structural Ambiguity produces semantic
ambiguity.
◮ Both in morphology and syntax.
◮ Lexical Ambiguity: We screened the
candidates.
◮ Both Together: I saw her duck.
Pragmatics: The Study of
 Language Use                            15


Q: Is Palin a Republican?
A: Is the Pope Catholic?
◮ Why don’t you move up to the City?
◮ Why should I stand here and listen
to this?
◮ Do you think I’m saying this just to
hear the sound of my own voice?
Linguistics Beyond Grammar                    16

◮ Historical Linguistics: How languages change over
time.
◮ Sociolinguistics: How languages vary socially. How
language is used as a social resource.
◮ Psycholinguistics: What goes on in people’s heads
as they use language.
◮ Language Acquisition: How people learn language.
(first language acquisition; second language
acquisition)
◮ Computational Linguistics: Making computers
process (generate/‘understand’/translate...) human
languages.
Computational Linguistics                                 17




                computational linguistics
                                     linguistics?
      chemistry
                bioloneuropsychologypsychology            literary
physics
                gy                                        criticism
  more rigorous




                                                    flakey
                                                    more
                                                    less rigorous
What defines the rigor of a
field?                                        18

 Whether results are reproducible
 Whether theories are testable/falsifiable
 Whether there are a common set of
  methods for similar problems
 Whether approaches to problems can yield
  interesting new questions/answers
Linguistics                   19




              Computational
Linguistics                                                    20




  engineering linguistics        sociology   literary
                                             criticism
 more rigorous




                                               less rigorous
                     Computational
other areas of                 less
                           sociolinguistics               rigorous
                           (e.g. Deborah Tannen)
                           (
                                “theoretical”
                                linguistics
                                (e.g. minimalist
                                s
                                syntax)
The true situation with




                          “theoretical” linguistics
                          (e.g. lexical-functional
                          g
                          grammar)
                                 historical linguistics
                           some areas of
linguistics

                           sociolinguistics
                           (
                           (e.g. Bill Labov)
                                    psycholinguistics
                             experimental phonetics
                                                          more
                                                          rigorous
What is computational
linguistics?                                             22
   Text normalization/segmentation
   Morphological analysis
   Automatic word pronunciation prediction
   Transliteration
   Word-class prediction: e.g. part of speech tagging
   Parsing
   Semantic role labeling
   Machine translation
   Dialog systems
   Topic detection
   Summarization
   Text retrieval
   Bioinformatics
   Language modeling for automatic speech recognition
   C
    Computer-aided language learning (CALL)
Computational linguistics                    23

   Often thought of as natural language
    engineering



   But there is also a serious scientific
    component to it.
Goals of Computational Linguistics/
Natural Language Processing                             24

   To get computers to deal with language the
    way humans do:
     They should be able to understand language
      and respond appropriately in language
     They should be able to learn human language
      the way children do
     They should be able to perform linguistic tasks
      that skilled humans can do, such as
      translation
   Yeah, right
Some interesting themes…                                         25

   Finite-state methods:
       Many application areas
       Raises many interesting questions about how
        “regular” language is
   Grammar induction:
       Linguists have done a poor job at their stated goal of
        explaining how humans learn grammar
   Computational models of language change:
       Historical evidence for language change is only
        partial. There are many changes in language for which
        we have no direct evidence.
Why CL may seem ad hoc                             26

 Wide variety of areas (as in linguistics)
 If it’s natural language engineering the
  goal is often just to build something that
  works
 Techniques tend to change in somewhat
  faddish ways…
       For example: machine learning approaches
        fall in and out of favor

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Introduction to Computational Linguistics

  • 1. Computational Linguistics Lecture 1: Introduction What is Linguistics? Prescriptive Grammar: Descriptive Grammar: Some Linguistic Methods Grammatical Theory Linguistics Beyond Grammar linguistics What is computational linguistics? Dr. Saeed Rahati
  • 2. What is Linguistics?  Linguistics is the study of human language, broadly construed.  Linguistics is a scientific discipline with established theories, analytic methods, and real-world applications.  Linguists often study individual languages, but...  When linguists study individual languages, they have larger issues in mind.
  • 3. … What is Linguistics? 3 Linguistics is descriptive, not prescriptive
  • 4. Prescriptive Grammar: 4  Rules against certain usages.  Few if any rules for what is allowed.  Condemns forms generally in use.  Explicitly normative enterprise.
  • 5. Descriptive Grammar:  Rules characterizing what people do say.  Tries to do so in a way that reflects internalized generalizations that people have made.  Linguists are fundamentally concerned with linguistic knowledge.
  • 6. Anyway, language isn’t logical: 6 • parkway vs. driveway • maternity dress vs. paternity suit • bathing trunks (pl) vs. bikini (sing) • you are vs. *you is • Aren’t I clever? vs. *I aren’t clever.
  • 7. Some Linguistic Methods 7 ◮ Fieldwork ◮ Formal analysis of patterns in data sets ◮ Psycholinguistic experiments ◮ Computational modeling ◮ Corpus analysis
  • 8. Grammatical Theory 8 ◮ Phonetics: The study of speech sounds ◮ Phonology: The study of sound systems ◮ Morphology: The study of word structure ◮ Syntax: The study of sentence structure ◮ Semantics: The study of linguistic meaning ◮ Pragmatics: The study of language use
  • 9. Phonetics: The Study of Speech Sounds 9
  • 10. Phonology: The Study of Sound Systems 10
  • 11. Morphology: The Study Of Word Structure 11 ◮ missile: ‘ICBM’ ◮ anti-tank-missile: ‘missile targetting tanks’ ◮ anti-aircraft-missile: ‘missile targetting aircraft’ ◮ anti-missile-missile: ‘missile targetting ICBMs’
  • 12. Morphological Rules 12 ◮ Rule: Anti-X-missile is a missile targetting Xs. ◮ What kind of missile targets anti- missile-missiles? ◮ anti-anti-missile-missile-missile ◮ anti-anti-anti-missile-missile-missile-missile: ‘missile targetting anti-anti-missile-missile-missiles’
  • 13. Syntax: The Study of Sentence Structure 13 ◮ I saw the woman with the telescope. I [saw [the woman] [with the telescope]]. I [saw [[the woman] [with the telescope]]]. ◮ Put the block in the box on the table in the bedroom. ◮ Put the block in the box on the table in the bedroom near the kitchen.
  • 14. Semantics: The Study of Linguistic Meaning 14 ◮ Structural Ambiguity produces semantic ambiguity. ◮ Both in morphology and syntax. ◮ Lexical Ambiguity: We screened the candidates. ◮ Both Together: I saw her duck.
  • 15. Pragmatics: The Study of Language Use 15 Q: Is Palin a Republican? A: Is the Pope Catholic? ◮ Why don’t you move up to the City? ◮ Why should I stand here and listen to this? ◮ Do you think I’m saying this just to hear the sound of my own voice?
  • 16. Linguistics Beyond Grammar 16 ◮ Historical Linguistics: How languages change over time. ◮ Sociolinguistics: How languages vary socially. How language is used as a social resource. ◮ Psycholinguistics: What goes on in people’s heads as they use language. ◮ Language Acquisition: How people learn language. (first language acquisition; second language acquisition) ◮ Computational Linguistics: Making computers process (generate/‘understand’/translate...) human languages.
  • 17. Computational Linguistics 17 computational linguistics linguistics? chemistry bioloneuropsychologypsychology literary physics gy criticism more rigorous flakey more less rigorous
  • 18. What defines the rigor of a field? 18  Whether results are reproducible  Whether theories are testable/falsifiable  Whether there are a common set of methods for similar problems  Whether approaches to problems can yield interesting new questions/answers
  • 19. Linguistics 19 Computational
  • 20. Linguistics 20 engineering linguistics sociology literary criticism more rigorous less rigorous Computational
  • 21. other areas of less sociolinguistics rigorous (e.g. Deborah Tannen) ( “theoretical” linguistics (e.g. minimalist s syntax) The true situation with “theoretical” linguistics (e.g. lexical-functional g grammar) historical linguistics some areas of linguistics sociolinguistics ( (e.g. Bill Labov) psycholinguistics experimental phonetics more rigorous
  • 22. What is computational linguistics? 22  Text normalization/segmentation  Morphological analysis  Automatic word pronunciation prediction  Transliteration  Word-class prediction: e.g. part of speech tagging  Parsing  Semantic role labeling  Machine translation  Dialog systems  Topic detection  Summarization  Text retrieval  Bioinformatics  Language modeling for automatic speech recognition  C Computer-aided language learning (CALL)
  • 23. Computational linguistics 23  Often thought of as natural language engineering  But there is also a serious scientific component to it.
  • 24. Goals of Computational Linguistics/ Natural Language Processing 24  To get computers to deal with language the way humans do:  They should be able to understand language and respond appropriately in language  They should be able to learn human language the way children do  They should be able to perform linguistic tasks that skilled humans can do, such as translation  Yeah, right
  • 25. Some interesting themes… 25  Finite-state methods:  Many application areas  Raises many interesting questions about how “regular” language is  Grammar induction:  Linguists have done a poor job at their stated goal of explaining how humans learn grammar  Computational models of language change:  Historical evidence for language change is only partial. There are many changes in language for which we have no direct evidence.
  • 26. Why CL may seem ad hoc 26  Wide variety of areas (as in linguistics)  If it’s natural language engineering the goal is often just to build something that works  Techniques tend to change in somewhat faddish ways…  For example: machine learning approaches fall in and out of favor