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LING 406 Intro to Computational Linguistics Computational Morphology and Morphological Theory

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Title: LING 406 Intro to Computational Linguistics Computational Morphology and Morphological Theory


1
LING 406Intro to Computational
LinguisticsComputational Morphologyand
Morphological Theory
  • Richard Sproat
  • URL http//catarina.ai.uiuc.edu/L406_08/

2
This Lecture
  • Overview of a thriving debate in morphological
    theory
  • and its computational interpretation

3
Item-and-arrangement versus Item and process
  • Charles Hockett (1954) Two models of grammatical
    description
  • Item-and-arrangement words are composed of
    morphemes that are put together by a kind of
    word syntax
  • Item-and-process words are built up via the
    application of rules that add phonological and
    morphosyntactic information

4
For example
  • The word dogs
  • An item-and-arrangement analysis
  • dogN sN__, pl gt dogsN, pl
  • Each morpheme carries its meaning and syntactic
    properties with it, and
  • An item-and-process analysis
  • Ø gt s / N, pl __

5
The separation hypothesis(Beard, 1995 Beard
Volpe, 2005)
  • Lexical and inflectional derivation are processes
    distinct from phonological realization
    (affixation, etc.).
  • Again theres a clear difference between Item
    and Process and Item and Arrangement theories

6
Stumps classification
hoots3sg
Øs / hoot3sg
hoots 3sg because of -s
-s is introduced due to 3sg
7
Turkish (Hankamer, 1986)
çöplüklerimizdekilerdenmiydi garbageAFF
PL 1P/PL LOC REL PL ABL
INT AUXPST was it from those that
were in our garbage cans?
8
Kannada
9
Reduplication
10
Problems for IA
  • Multiple exponence
  • Breton
  • bagig little boat
  • bagoùigoù little boats
  • Classical Greek
  • pepaideuka I have educated

11
Problems for IA
  • Zero exponence Russian feminine nouns

12
But is there really a difference?
  • Suppose we reduce both item and arrangement and
    item and process to a computational
    interpretation?
  • Is there any difference between the two?

13
An alternative view
  • In (Roark Sproat, 2006) we reanalyze Stumps
    analyses of
  • Sanskrit nominal declensions
  • Swahili verbal declensions
  • Breton double plurals
  • All of which purport to show the need for an
    realizational-inferential account

14
Sanskrit declensions
15
Sanskrit declensions
16
Issues with Sanskrit
  • Nouns have two or three stems strong, middle
    and (optionally) weakest
  • A different series of stem alternations
    cross-cuts this guna, vrddhi, and zero
  • foot pad-, pad-, pd-
  • strong stems may be guna or vrddhi
  • middle stems may be zero, or a lexeme-specific
    stem
  • weakest stems may be zero or lexeme-specific stem

17
Sanskrit declensions
zero
guna
18
Sanskrit declensions
vrddhi
lexeme-class particular
lexeme-class particular
19
Further issues
  • Stump argues for Indexing Autonomy Hypothesis
  • A stems index is independent of the form used
    for the stem
  • Sanskrit nominal declensions are morphomic in
    Aronoffs sense
  • Also involved are rules of referral whereby a
    particular form is systematically used to
    represent more than one slot in the paradigm.
  • For example, in Latin the ablative and dative
    plural in nominal paradigms are identical no
    matter what form is used for the particular
    paradigm
  • So we have several layers of complexity here,
    which would seem to make an item-and-arrangement
    approach impossible

20
Computational analysis
21
Refactoring
22
A simpler example from (Blevins, 2003)
  • Verbal d in West Germanic
  • PAST John whacked the toadstool
  • PERF John has whacked the toadstool
  • PASS The toadstool was whacked
  • Lexical-incremental accounts posit three
    homophonous affixes
  • Blevins proposes a realization function

Affixes /d/ to the stem
23
Refactorization
This is simply an incremental-lexical model
24
English agentive nominals (cf. Beard Volpe,
2005)
  • read-er, stand-ee, correspond-ent, record-ist,
    cook
  • e " ent / entnoun,agentive S __
  • Call the set of all agentive rules R
  • We can define a new metarule R' that is the
    union of all rules in R

25
Feature noun,agentive
  • Presumably this is also introduced by rule call
    this rule M
  • Then given a base B, the base with that feature
    specification added is given by B?M
  • Then the appropriate suffixed form is given by
    B?M?R'
  • But this can be written, by associativity, as
    B?M?R'
  • Finally, M?R' can be precomposed call this R''

26
So what?
  • R''
  • Introduces the morphosyntactic feature
    noun,agentive
  • Introduces the affixal morphology as appropriate
    to the base
  • In short, R'' encodes a lexical-incremental model
    of morphology.

27
Why form-function mismatch?
  • Affixes frequently show a non-one-to-oneness
    between form and function this is rarely if ever
    true of lexemes
  • Still, for cases like the English agentive, part
    of the explanation must surely be historical.
  • E.g., -ent, is associated with Latinate stems,
    which either were used as agentives originally,
    or became so via lexical drift
  • Is something beyond such a historical story
    required?

28
Summary
  • Morphological theory has been divided between
    item-and-process and item-and-arrangement
    approaches
  • Yet when viewed from a formal or computational
    point of view there is relatively little
    difference between these two approaches
  • This again echoes Karttunens point about the
    non-difference between traditional rule-based
    approaches to phonology and constraint-based
    approaches.

29
Reading
  • RS Ch. 3 - 4
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