the computational nature of phonological generalizations
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Overview Phonotactics Psychological reality Phonological Processes The Computational Nature of Phonological Generalizations Jeffrey Heinz heinz@udel.edu University of Delaware Cornell University March 7, 2013 *This research has received


  1. Overview Phonotactics Psychological reality Phonological Processes The Computational Nature of Phonological Generalizations Jeffrey Heinz heinz@udel.edu University of Delaware Cornell University March 7, 2013 *This research has received support from NSF awards CPS#1035577 and LING#1123692. 1 / 49

  2. Overview Phonotactics Psychological reality Phonological Processes In this talk. . . 1. Explain why computational characterizations of language patterns matter. 2. Explain the subregular computational classes that phonological generalizations appear to belong to. 3. Provide some pyscholinguistic evidence that the boundaries of these computational classes are psychologically real. 2 / 49

  3. Overview Phonotactics Psychological reality Phonological Processes Collaborators • Prof. Jim Rogers (Earlham College) • Prof. Herbert G. Tanner (UD) • Prof. Bill Idsardi (UMCP) • Dr. Regine YeeKing Lai, PhD 2012 • Cesar Koirala (PhD exp. 2013) Jim • Jane Chandlee (PhD exp. 2014) • Adam Jardine (PhD exp. 2016) • Amanda Payne (PhD exp. 2016) • Huan Luo (PhD exp. 2017) • Brian Gainor (LDC) Bert Regine Unpictured Bill, Jane, Huan, Brian Amanda Cesar Adam 3 / 49

  4. Overview Phonotactics Psychological reality Phonological Processes What are phonological generalizations? 1. Phonotactics 2. Phonological processes; i.e. mappings 3. Contrast (not part of this talk) 4 / 49

  5. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness ptak thole hlad plast sram mgla vlas flitch dnom rtut Halle, M. 1978. In Linguistic Theory and Pyschological Reality . MIT Press. 5 / 49

  6. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness possible English words impossible English words thole ptak plast hlad flitch sram mgla vlas dnom rtut Question How do English speakers know which of these words belong to different columns? 6 / 49

  7. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness possible English words impossible English words thole ptak plast hlad flitch sram mgla vlas dnom rtut Question How do English speakers know which of these words belong to different columns? 6 / 49

  8. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example All possible English words are in the set; all impossible words are out of the set. 7 / 49

  9. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example All possible English words are in the set; all impossible words are out of the set. mgl 7 / 49

  10. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example All possible English words are in the set; all impossible words are out of the set. mgl · Σ ∗ 7 / 49

  11. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example All possible English words are in the set; all impossible words are out of the set. mgl · Σ ∗ 7 / 49

  12. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example All possible English words are in the set; all impossible words are out of the set. mgl · Σ ∗ ∩ pt · Σ ∗ ∩ . . . 7 / 49

  13. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example A phonotactic constraint in Yawelmani Yokuts prohibits sequences of three consonants (*CCC). All logically possible strings with no CCC sequence are in the set; all others with at least one CCC sequence are out of the set. 7 / 49

  14. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example A phonotactic constraint in Yawelmani Yokuts prohibits sequences of three consonants (*CCC). All logically possible strings with no CCC sequence are in the set; all others with at least one CCC sequence are out of the set. Σ ∗ · CCC · Σ ∗ 7 / 49

  15. Overview Phonotactics Psychological reality Phonological Processes This knowledge can be modeled as a stringset Example Any markedness constraint in Optimality Theory. All surface forms with zero violations are in the set; all surface forms with nonzero violations are out of the set. 7 / 49

  16. Overview Phonotactics Psychological reality Phonological Processes Classifying Sets of Strings computably enumerable | context- sensitive Mildly | Context- Regular Finite Context-Free Context- Sensitive Sensitive mildly context- sensitive | context-free | regular Computably Enumerable | finite Figure: The Chomsky hierarchy 8 / 49

  17. Overview Phonotactics Psychological reality Phonological Processes Classifying Sets of Strings computably Swiss German English nested embedding Chumash sibilant harmony Shieber 1985 Chomsky 1957 enumerable Applegate 1972 Yoruba copying | Kobele 2006 context- sensitive | mildly context- Mildly Context- Regular sensitive Finite Context-Free Context- Sensitive Sensitive | context-free | regular | English consonant clusters Kwakiutl stress Clements and Keyser 1983 finite Bach 1975 Computably Enumerable Figure: Natural language patterns in the hierarchy. 8 / 49

  18. Overview Phonotactics Psychological reality Phonological Processes What is subregular? Subregular Mildly Context- Regular Finite Context-Free Context- Sensitive Sensitive 9 / 49

  19. Overview Phonotactics Psychological reality Phonological Processes There is room at the bottom Better characterizations of phonological patterns • Leads to stronger universals • Leads to new hypotheses regarding what a humanly possible phonological pattern is 10 / 49

  20. Overview Phonotactics Psychological reality Phonological Processes There is room at the bottom Better characterizations of phonological patterns • Leads to stronger universals • Leads to new hypotheses regarding what a humanly possible phonological pattern is Payoffs for better understanding learning • Are the stronger universals useful for learning? 10 / 49

  21. Overview Phonotactics Psychological reality Phonological Processes There is room at the bottom Better characterizations of phonological patterns • Leads to stronger universals • Leads to new hypotheses regarding what a humanly possible phonological pattern is Payoffs for better understanding learning • Are the stronger universals useful for learning? Payoffs for natural language processing • Insights can be incorporated into NLP algorithms • Factoring and composition may occur with lower complexity 10 / 49

  22. Overview Phonotactics Psychological reality Phonological Processes Interesting subregular classes of stringsets Regular StarFree=NonCounting TSL LTT LT PT SL SP (McNaughton and Papert 1971, Rogers et al. 2010, 2012, Heinz et al. 2011) LTT Locally Threshold Testable TSL Tier-based Strictly Local LT Locally Testable PT Piecewise Testable SL Strictly Local SP Strictly Piecewise 11 / 49

  23. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness Samala Version S tojonowonowa S stojonowonowa S stojonowonowas S tojonowonowas pisotonosikiwat pisotono S ikiwat sanisotonosikiwas S anipisotono S ikiwas 12 / 49

  24. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness Samala Version possible Samala words impossible Samala words S tojonowonowa S stojonowonowa S stojonowonowas S tojonowonowas pistonoskiwat pisotono S ikiwat sanisotonoskiwas S anipisotono S ikiwas 1. Question: How do Samala speakers know which of these words belong to different columns? 2. By the way, S toyonowonowa S means ‘it stood upright’ (Applegate 1972) 13 / 49

  25. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness Samala Version possible Samala words impossible Samala words S tojonowonowa S stojonowonowa S stojonowonowas S tojonowonowas pistonoskiwat pisotono S ikiwat sanisotonoskiwas S anipisotono S ikiwas 1. Question: How do Samala speakers know which of these words belong to different columns? 2. By the way, S toyonowonowa S means ‘it stood upright’ (Applegate 1972) 13 / 49

  26. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness Language X possible words of Language X impossible words of Language X S otko S sotko S S o S ko S S otkos S osoko S S o S ko s so S okos s osko S sokosos pitkol pisol pi S ol 14 / 49

  27. Overview Phonotactics Psychological reality Phonological Processes Phonotactics - Knowledge of word well-formedness Language X possible words of Language X impossible words of Language X S otko S sotko S S o S ko S S otkos S osoko S S o S ko s so S okos s osko S sokosos pitkol pisol pi S ol Sibilant sounds which begin and end words must agree (but not ones word medially). 14 / 49

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