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Where
Linguistics
meets
Natural
Language
Processing
Mariana Capinel
Modern linguistics and structuralism
Course in general linguistics
Ferdinand de Saussure
Languages have been studied since
the beginning
Panini
• Sanskrit
Morphology
• 6th century
B.C.
Plato
• Cratylus
dialogue
• Eternal
concepts that
exist in the
world of ideas
University of
Alexandria
• "téchnē
grammatikḗ"
(Τέχνη
Γραμματική)
• 280 B.C.
Jacob Grimm
• Detuche
grammatik
• 18th century
Wilhelm von
Humbolt
• rule-governed
system
• create an
infinite
number of
sentences
using a finite
grammatical
rules.
Ferdinand de
Saussure
The concept of a sign
Signified
Concept
Signifier
Sound- image Arbor
Noam Chomsky and the
generativism
• Based on syntax. Also addressed
phonology and morphology
• Universal grammar: a set of
syntactic rules universal for all
humans and underlying the
grammars of all human
languages
• The universal grammar is
innate to the human brain
• The primary study must be
defined by a dependency tree
Source: https://en.wikipedia.org/wiki/Phrase_structure_rules
Michael Halliday and the
functionalism
• Based on social interaction
• A language is a social semiotic
system
• Languages are more than a set
of sentences, but the exchange of
meaning in interpersonal (social)
contexts, based on choices made
by the speakers.
Languages are studied in 5 levels
Phonetics
and
phonology
1
• Sounds of human
speech
• Phonetics  how
sounds are
produced,
transmitted and
received
• Phoneme
perceptually unit
of sound
• Phonology 
classifies sounds
in a system of a
language
Languages are studied in 5 levels
Phonetics
and
phonology
1
• Sounds of human
speech
• Phonetics  how
sounds are
produced,
transmitted and
received
• Phoneme
perceptually unit
of sound
• Phonology 
classifies sounds
in a system of a
language
Morphology
2
• How words are
formed and
related to each
other
• Morphemes 
smallest unit of
meaning
Languages are studied in 5 levels
Phonetics
and
phonology
1
• Sounds of human
speech
• Phonetics  how
sounds are
produced,
transmitted and
received
• Phoneme
perceptually unit
of sound
• Phonology 
classifies sounds
in a system of a
language
Morphology
2
• How words are
formed and
related to each
other
• Morphemes 
smallest unit of
meaning
Syntax
3
• Phrases
• Set of rules and
principles that
govern the
structure of
phrases or
sentences.
• Word combination
to transmit the
proper meaning
Languages are studied in 5 levels
Phonetics
and
phonology
1
• Sounds of human
speech
• Phonetics  how
sounds are
produced,
transmitted and
received
• Phoneme
perceptually unit
of sound
• Phonology 
classifies sounds
in a system of a
language
Morphology
2
• How words are
formed and
related to each
other
• Morphemes 
smallest unit of
meaning
Syntax
3
• Phrases
• Set of rules and
principles that
govern the
structure of
phrases or
sentences.
• Word combination
to transmit the
proper meaning
Semantics
4
• Literal meaning
of words as
considered
principally as
parts of the
human language
system
Languages are studied in 5 levels
Phonetics
and
phonology
1
• Sounds of human
speech
• Phonetics  how
sounds are
produced,
transmitted and
received
• Phoneme
perceptually unit
of sound
• Phonology 
classifies sounds
in a system of a
language
Morphology
2
• How words are
formed and
related to each
other
• Morphemes 
smallest unit of
meaning
Syntax
3
• Phrases
• Set of rules and
principles that
govern the
structure of
phrases or
sentences.
• Word combination
to transmit the
proper meaning
Semantics
4
• Literal meaning
of words as
considered
principally as
parts of the
human language
system
Pragmatics
5
• Use of basic
meaning and
context
• Overcome
ambiguities by
talkers
word2vec and linguistics
Each embedding
represents the literal
meaning of a word
The representation of
the word is given by its
context
Source: https://www.distilled.net/word2vec-examples/
Speech recognition and linguistics
Matching filtered,
normalized and divided
sounds with specific
phonemes
Language models and linguistics
Language
model
Wiki
text
103
Language
model
IMDb ClassifierIMDb
Learn how words are
put together
Structure of the
language
Thanks!

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Where linguistics meets natural language processing

  • 2. Modern linguistics and structuralism Course in general linguistics Ferdinand de Saussure
  • 3. Languages have been studied since the beginning Panini • Sanskrit Morphology • 6th century B.C. Plato • Cratylus dialogue • Eternal concepts that exist in the world of ideas University of Alexandria • "téchnē grammatikḗ" (Τέχνη Γραμματική) • 280 B.C. Jacob Grimm • Detuche grammatik • 18th century Wilhelm von Humbolt • rule-governed system • create an infinite number of sentences using a finite grammatical rules. Ferdinand de Saussure
  • 4. The concept of a sign Signified Concept Signifier Sound- image Arbor
  • 5. Noam Chomsky and the generativism • Based on syntax. Also addressed phonology and morphology • Universal grammar: a set of syntactic rules universal for all humans and underlying the grammars of all human languages • The universal grammar is innate to the human brain • The primary study must be defined by a dependency tree Source: https://en.wikipedia.org/wiki/Phrase_structure_rules
  • 6. Michael Halliday and the functionalism • Based on social interaction • A language is a social semiotic system • Languages are more than a set of sentences, but the exchange of meaning in interpersonal (social) contexts, based on choices made by the speakers.
  • 7. Languages are studied in 5 levels Phonetics and phonology 1 • Sounds of human speech • Phonetics  how sounds are produced, transmitted and received • Phoneme perceptually unit of sound • Phonology  classifies sounds in a system of a language
  • 8. Languages are studied in 5 levels Phonetics and phonology 1 • Sounds of human speech • Phonetics  how sounds are produced, transmitted and received • Phoneme perceptually unit of sound • Phonology  classifies sounds in a system of a language Morphology 2 • How words are formed and related to each other • Morphemes  smallest unit of meaning
  • 9. Languages are studied in 5 levels Phonetics and phonology 1 • Sounds of human speech • Phonetics  how sounds are produced, transmitted and received • Phoneme perceptually unit of sound • Phonology  classifies sounds in a system of a language Morphology 2 • How words are formed and related to each other • Morphemes  smallest unit of meaning Syntax 3 • Phrases • Set of rules and principles that govern the structure of phrases or sentences. • Word combination to transmit the proper meaning
  • 10. Languages are studied in 5 levels Phonetics and phonology 1 • Sounds of human speech • Phonetics  how sounds are produced, transmitted and received • Phoneme perceptually unit of sound • Phonology  classifies sounds in a system of a language Morphology 2 • How words are formed and related to each other • Morphemes  smallest unit of meaning Syntax 3 • Phrases • Set of rules and principles that govern the structure of phrases or sentences. • Word combination to transmit the proper meaning Semantics 4 • Literal meaning of words as considered principally as parts of the human language system
  • 11. Languages are studied in 5 levels Phonetics and phonology 1 • Sounds of human speech • Phonetics  how sounds are produced, transmitted and received • Phoneme perceptually unit of sound • Phonology  classifies sounds in a system of a language Morphology 2 • How words are formed and related to each other • Morphemes  smallest unit of meaning Syntax 3 • Phrases • Set of rules and principles that govern the structure of phrases or sentences. • Word combination to transmit the proper meaning Semantics 4 • Literal meaning of words as considered principally as parts of the human language system Pragmatics 5 • Use of basic meaning and context • Overcome ambiguities by talkers
  • 12. word2vec and linguistics Each embedding represents the literal meaning of a word The representation of the word is given by its context Source: https://www.distilled.net/word2vec-examples/
  • 13. Speech recognition and linguistics Matching filtered, normalized and divided sounds with specific phonemes
  • 14. Language models and linguistics Language model Wiki text 103 Language model IMDb ClassifierIMDb Learn how words are put together Structure of the language