Abstract
Much recent work on the syntax-prosody interface has been based in Optimality Theory. The typical analysis explicitly considers only a small number of candidates that could reasonably be expected to be optimal under some ranking, often without an explicit definition of GEN. Manually generating all the possible candidates, however, is prohibitively time-consuming for most input structures – the Too Many Candidates Problem. Existing software for OT uses regular expressions for automated generation and evaluation of candidates. However, regular expressions are too low in the Chomsky Hierarchy of language types to represent trees of arbitrary size, which are needed for syntax-prosody work. This paper presents a new computational tool for research in this area: Syntax-Prosody in Optimality Theory (SPOT). For a given input, SPOT generates all prosodic parses under certain assumptions about GEN, and evaluates them against all constraints in CON. This allows for in-depth comparison of the typological predictions made by different theories of GEN and CON at the syntax-prosody interface.
Acknowledgements:
This material is based upon work supported by the National Science Foundation under Grant No. 1749368 (to Junko Ito and Armin Mester). Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation.
References
Agbayani, Brian, Chris Golston & Dasha Henderer. 2011. Prosodic movement. In Mary Byram Washburn, Katherine McKinney-Bock, Erika Varis, Ann Sawyer & Barbara Tomaszewicz (eds.), Proceedings of the 28th West Coast Conference on Formal Linguistics, 231–239. Somerville, MA: Cascadilla Proceedings Project.Search in Google Scholar
Agbayani, Brian, Chris Golston & Toru Ishii. 2015. Syntactic and prosodic scrambling in Japanese. Natural Language & Linguistic Theory 33(1). 47–77.10.1007/s11049-014-9252-xSearch in Google Scholar
Bane, Max & Jason Riggle. 2010. PYPHON 1.0. Software package. http://code.google.com/p/clml/.Search in Google Scholar
Bane, Max & Jason Riggle. 2012. Consequences of candidate omission. Linguistic Inquiry 43(4). 695–706.10.1162/ling_a_00112Search in Google Scholar
Bellik, Jennifer & Nick Kalivoda. 2016. Adjunction and branchingness effects in syntax-prosody mapping. In Gunnar Ólafur Hansson, Ashley Farris-Trimble, Kevin McMullin & Douglas Pulleyblank (eds.), Supplemental proceedings of the 2015 Annual Meeting on Phonology Article 2, 1–11. Washington, DC: Linguistic Society of America.10.3765/amp.v3i0.3690Search in Google Scholar
Bellik, Jennifer & Nick Kalivoda. 2017. Danish stød in recursive prosodic words. Poster presented at Northwestern Phon{etics, ology} Conference, University of British Columbia, May 19–21.Search in Google Scholar
Bellik, Jennifer, Ozan Bellik & Nick Kalivoda. 2017. Syntax prosody in OT (SPOT). JavaScript application. https://github.com/syntax-prosody-ot.Search in Google Scholar
Bennett, Ryan. 2012. Foot-conditioned phonotactics and prosodic constituency. Santa Cruz, CA: University of California, Santa Cruz dissertation.Search in Google Scholar
Bennett, Ryan, Emily Elfner & James McCloskey. 2016. Lightest to the right: An apparently anomalous displacement in Irish. Linguistic Inquiry 47(2). 169–234.10.1162/LING_a_00209Search in Google Scholar
Bickmore, Lee. 1989. Kinyambo prosody. Los Angeles, CA: University of California, Los Angeles dissertation.Search in Google Scholar
Bickmore, Lee. 1990. Branching nodes and prosodic categories. In Sharon Inkelas & Draga Zec (eds.), The phonology-syntax connection, 1–18. Stanford, CA: CSLI Publications and University of Chicago Press.Search in Google Scholar
Elfner, Emily. 2012. Syntax-prosody interactions in Irish. Amherst, MA: University of Massachusetts dissertation.Search in Google Scholar
Hayes, Bruce, Bruce Tesar & Kie Zuraw. 2013. OTSoft 2.5. Software package. http://www.linguistics.ucla.edu/people/hayes/otsoft/.Search in Google Scholar
Hedding, Andrew. 2017. Phonological phrasing of ditransitives in Arrasate Basque. Ms. University of California, Santa Cruz.Search in Google Scholar
Ito, Junko & Armin Mester. 1992. Weak layering and word binarity. Santa Cruz, CA: Linguistic Research Center, LRC-92-09, University of California, Santa Cruz. [A slightly revised version appeared in Festschrift for Shosuke Haraguchi, 2003.]Search in Google Scholar
Ito, Junko & Armin Mester. 2007. Prosodic adjunction in Japanese compounds. MIT Working Papers in Linguistics 55(Formal Approaches to Japanese Linguistics 4). 97–111.Search in Google Scholar
Ito, Junko & Armin Mester. 2009. The extended prosodic word. In Barış Kabak & Janet Grijzenhout (eds.), Phonological domains: Universals and deviations, 135–194. Berlin & New York: Mouton de Gruyter.10.1515/9783110219234.2.135Search in Google Scholar
Ito, Junko & Armin Mester. 2013. Prosodic subcategories in Japanese. Lingua 124. 20–40.10.1016/j.lingua.2012.08.016Search in Google Scholar
Kalivoda, Nick. 2018. Syntax-prosody mismatches in Optimality Theory. Santa Cruz, CA: University of California, Santa Cruz dissertation.Search in Google Scholar
Karttunen, Lauri. 2006. The insufficiency of paper-and-pencil linguistics: The case of Finnish prosody. In Miriam Butt, Mary Dalrymple & Tracy Holloway King (eds.), Intelligent linguistic architectures: Variations on themes by Ronald M. Kaplan, 287–300. Stanford, CA: CSLI Publications.Search in Google Scholar
Ladd, D. Robert. 1986. Intonational phrasing: the case for recursive prosodic structure. Phonology 3. 311–340.10.1017/S0952675700000671Search in Google Scholar
Ladd, D. Robert. 1988. Declination “reset” and the hierarchical organization of utterances. Journal of the Acoustical Society of America 84. 530–544.10.1121/1.396830Search in Google Scholar
Langendoen, D. Terence. 1987. On the phrasing of coordinate compound structures. In Brian Joseph & Arnold Zwicky (eds.), A festschrift for Ilse Lehiste 186–196. Columbus, OH: Ohio State University.Search in Google Scholar
Lee, Seunghun J. & Elisabeth Selkirk. 2015. Constituency in sentence phonology: An introduction. Phonology 32(1). 1–18.10.1017/S0952675715000020Search in Google Scholar
McCarthy, John J. 2008. The serial interaction of stress and syncope. Natural Language & Linguistic Theory 26. 499–546.10.1007/s11049-008-9051-3Search in Google Scholar
Myrberg, Sara. 2013. Sisterhood in prosodic branching. Phonology 30(1). 73–124.10.1017/S0952675713000043Search in Google Scholar
Nespor, Marina & Irene Vogel. 1986. Prosodic phonology. Dordrecht: Foris.Search in Google Scholar
OEIS A054726. Online encyclopedia of integer sequences. https://oeis.org/A054726 (accessed 5 April, 2018).Search in Google Scholar
Prince, Alan & Paul Smolensky. 2004[1993]. Optimality Theory: Constraint interaction in generative grammar. Malden, MA: Blackwell. [Revision of 1993 technical report, Rutgers University Center for Cognitive Science. Available on Rutgers Optimality Archive, ROA-537.]10.1002/9780470759400Search in Google Scholar
Prince, Alan, Bruce Tesar & Nazarré Merchant. 2017. OTWorkplace. https://sites.google.com/site/otworkplace.Search in Google Scholar
R Core Team. 2017. R: A language and environment for statistical computing. Vienna, Austria: The R Foundation for Statistical Computing. https://www.r-project.org/.Search in Google Scholar
Schiering, René, Balthasar Bickel & Kristine A. Hildebrandt. 2010. The prosodic word is not universal, but emergent. Journal of Linguistics 46. 657–709.10.1017/S0022226710000216Search in Google Scholar
Selkirk, Elisabeth. 1986. On derived domains in sentence phonology. Phonology Yearbook 3. 371–405.10.1017/S0952675700000695Search in Google Scholar
Selkirk, Elisabeth. 1995. The prosodic structure of function words. In Jill Beckman, Laura Walsh Dickey & Suzanne Urbanczyk (eds.), Papers in Optimality Theory, 439–470. Amherst, MA: GLSA.10.1002/9780470756171.ch25Search in Google Scholar
Selkirk, Elisabeth O. 1984. Phonology and syntax: the relation between sound and structure. Cambridge: MIT Press.Search in Google Scholar
Selkirk, Elisabeth. 2000. The interaction of constraints on prosodic phrasing. In Merle Horne (ed.), Prosody: Theory and experiment: Studies presented to Gösta Bruce, 231–261. Dordrecht & Boston: Kluwer Academic Publishers.10.1007/978-94-015-9413-4_9Search in Google Scholar
Selkirk, E. 2003. The prosodic structure of function words. In McCarthy J, (ed.), Optimality theory in phonology: A reader, Chapter 25. Oxford, UK: Blackwell10.1002/9780470756171.ch25Search in Google Scholar
Selkirk, Elisabeth. 2011. The syntax-phonology interface. In John Goldsmith, Jason Riggle & Alan C. L. Yu (eds.), The handbook of phonological theory, 435–484. Cambridge, MA: Blackwell.10.1002/9781444343069.ch14Search in Google Scholar
Selkirk, Elisabeth & Gorka Elordieta. 2010. The role for prosodic markedness constraints in phonological phrase formation in two pitch accent languages. Handout of paper presented at Tone and Intonation in Europe (TIE) 4, Stockholm University, Department of Scandinavian Languages. http://www.hum.su.se/pub/jsp/polopoly.jsp?d=13236anda=73666 (accessed 15 August 2015).Search in Google Scholar
Truckenbrodt, Hubert. 1995. Phonological phrases: Their relation to syntax, focus, and prominence. Cambridge, MA: Massachusetts Institute of Technology dissertation.Search in Google Scholar
Truckenbrodt, Hubert. 1999. On the relation between syntactic phrases and phonological phrases. Linguistic Inquiry 30(2). 219–255.10.1162/002438999554048Search in Google Scholar
Wagner, Michael. 2010. Prosody and recursion in coordinate structures and beyond. Natural Language & Linguistic Theory 28. 183–237.10.1007/s11049-009-9086-0Search in Google Scholar
Zec, Draga. 2005. Prosodic differences among function words. Phonology 22(1). 77–112.10.1017/S0952675705000448Search in Google Scholar
Zec, D. & Inkelas, S. (eds.) 1990. The phonology-syntax connection, Chicago, IL, USA: CSLI Publications and the University of Chicago Press.Search in Google Scholar
Appendix A
The code for GEN can be found in candidategenerator.js. The function takes as its input a list of syntactic terminals (leaves) and a list of options (obeysNonrecursivity, obeysExhaustivity, obeysHeadedness).
GEN(leaves) = gen(leaves) + phi_wrap(gen(leaves)
gen(leaves)
Base case: If there are 0 leaves in the input, return the list of candidates and terminate.
Recursive case: If there is at least one leaf in the input, then:
For i from 1 to the number of leaves in leaves,
Case 1: The first i leaves in leaves attach directly to the parent.
Let Leftside = the first i elements in leaves
Let Rightsides = all the outputs of gen(the remaining leaves) that do not have w at their left edge (i.e., outputs that are either an empty tree, or a subtree with a phi boundary at its left edge)
Combine Leftside with each element in Rightsides, and add the results to the candidate list
Case 2: The first i leaves do not attach directly to the parent (they are wrapped in a phi).
Leftsides = phi_wrap(gen(the first i elements in leaves))
Rightsides = gen(the remaining elements in leaves)
Cross Leftsides and Rightsides with each other. Add the results to the candidate list.
Return the candidate list.
phi_wrap(tree_list): Wrap each element of tree_list in a phi and return the resulting list. By calling GEN recursively, all the possible sub-trees are also incorporated into the candidate set.
Appendix B: Markedness constraint families implemented in SPOT
Constraints on Binarity (Maximal and Minimal):
Counting the number of branches a node has (Elfner 2012; Bellik and Kalivoda 2016):
BinMin-branches
BinMax-branches (categorical)
BinMax-branches (gradient)
Counting the number of leaves a node dominates (Ito and Mester 2007, to appear):
BinMin-leaves
BinMax-leaves (categorical)
BinMax-leaves (gradient)
Constraints on horizontal relationships:
EqualSisters (Myrberg 2013)
EqualSisters (adjacent)
EqualSisters (pairwise)
EqualSisters (first privilege)
StrongStart (Selkirk 2011)
Constraints on vertical relationships:
Exhaustivity
NonRecursivity
Non-recursivity, assessed by dominated node
Non-recursivity, assessed by non-overlapping leaves (Truckenbrodt 1999)
Constraints on accent (developed for analyses of Japanese and Basque, Selkirk and Elordieta 2010, Ito and Mester 2013):
Accent-As-Head
NoLapse
Appendix C
The most important elements of the codebase are organized as follows (ordered by relevance):
main/interface1.html: Open this file in a browser to use SPOT’s graphical user interface (GUI), which can be used without any programming. Note that this is not the same as interface1.js, which is the JavaScript that accompanies the GUI and does not need to be opened directly.
main/prosodicHierarchy.js: This defines the prosodic and syntactic categories and their mappings that SPOT assumes, and can be modified locally by analysts who wish to include other prosodic categories. The default hierarchy includes three categories, ι (intonational phrase), φ (phonological phrase), and ω (phonological word). Note that adjusting the prosodic hierarchy will not automatically alter GEN to incorporate those new prosodic categories into the prosodic candidates.
main/candidateGenerator.js: This file defines SPOT’s GEN function (described in Section 3).
main/constraints: This folder contains all constraint definition files. Conceptually related constraints, such as different variations on the Binarity constraints, are defined in the same JS file (binarity.js, in the case of Binarity constraints). Look at these JS files to see the details of the algorithms SPOT uses to evaluate constraint violations. Users wishing to add their own constraints should save them to this folder, and then run build.sh to incorporate them into main/build to make them more accessible to the HTML files.
main/build: The build folder contains concatenations of all the JavaScript files so that they can be easily imported into an HTML file for performing an analysis. The contents of main/build are created automatically by the bash shell script jsbuild.sh, located in main.
main/lib: This folder contains utilities – currently just jszip.min, a library that converts a collection of csv files into a single zip file for convenient downloading.
©2019 Walter de Gruyter GmbH, Berlin/Boston
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Articles in the same Issue
- Editorial Note
- Editorial
- Phonetics & Phonology
- Antonym adjective pairs and prosodic iconicity: evidence from letter replications in an English blogger corpus
- Is there phonological feature priming?
- Automated tableau generation using SPOT (Syntax Prosody in Optimality Theory)
- The effect of prosodic focus varies by phrasal tones: the case of South Kyungsang Korean
- Morphology & Syntax
- A cross-linguistic perspective on the Right-Hand Head Rule: the rule and the exceptions
- Cross-linguistic evidence for cognitive universals in the noun phrase
- An introduction to Nanosyntax
- Nanosyntax and syncretism in multidimensional paradigms
- Psycholinguistics & Neurolinguistics
- Cross-linguistic influence in bilingual productions of the English past tense in Arabic heritage speakers of Australian English
- Sociolinguistics and Anthropological Linguistics
- TP-internal focus and dialectal variation: the case of the Focalizing Ser
- Language policy and language planning in mainland Southeast Asia: Myanmar and Lisu
- Computational & Corpus Linguistics
- Effects of average and specific context probability on reduction of function words BE and HAVE
- Studying variation in Romanian: deletion of the definite article -l in continuous speech
- Computational construction grammar for visual question answering
- Cognitive Linguistics
- Language and creativity: a Construction Grammar approach to linguistic creativity