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Negative Knowledge from Positive Evidence

Published online by Cambridge University Press:  01 January 2026

Charles Yang*
Affiliation:
University of Pennsylvania
*
Department of Linguistics and Computer and Information Science, Institute for Research in Cognitive Science, 619 Williams Hall, University of Pennsylvania, Philadelphia, PA 19081 [charles.yang@ling.upenn.edu]
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Abstract

Why can't we say the asleep cat? There is a class of adjectives in English, all of which start with a schwa (e.g. afraid, alone, asleep, away, etc.), that cannot be used attributively in a prenominal position. A frequently invoked strategy for the acquisition of such negative constraints in language is to use indirect negative evidence. For instance, if the learner consistently observes paraphrases such as the cat that is asleep, then the conspicuous absence of the asleep cat may be a clue for its ungrammaticality (Boyd & Goldberg 2011). This article provides formal and quantitative evidence from child-directed English data to show that such learning strategies are untenable. However, the child can rely on positive data to establish the distributional similarities between this apparently idiosyncratic class of adjectives and locative particles (e.g. here, over, out, etc.) and prepositional phrases. With the use of an independently motivated principle of generalization (Yang 2005), the ungrammaticality of attributive usage can be effectively extended to the adjectives in question.

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Research Article
Copyright
Copyright © 2015 Linguistic Society of America

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References

Baker, Carl L. 1979. Syntactic theory and the projection problem. Linguistic Inquiry 10. 533.ndash; 81. Online: http://www.jstor.org/stable/4178133.Google Scholar
Beard, Robert. 1995. Lexeme-morpheme base morphology. Albany: SUNY Press.Google Scholar
Berko, Jean. 1958. The child's learning of English morphology. Word 14. 150–77.10.1080/00437956.1958.11659661CrossRefGoogle Scholar
Berwick, Robert. 1985. The acquisition of syntactic knowledge. Cambridge, MA: MIT Press.10.7551/mitpress/1074.001.0001CrossRefGoogle Scholar
Bock, J. Kathryn. 1986. Syntactic persistence in language production. Cognitive Psychology 18. 355–87. DOI: 10.1016/0010-0285(86)90004-6.10.1016/0010-0285(86)90004-6CrossRefGoogle Scholar
Bolinger, Dwight. 1971. The phrasal verb in English. Cambridge, MA: Harvard University Press.Google Scholar
Bouldin, John Michael. 1990. The syntax and semantics of postnominal adjectives in English. Minneapolis: University of Minnesota dissertation.Google Scholar
Bowerman, Melissa. 1988. The ‘no negative evidence’ problem: How do children avoid constructing an overly general grammar? Explaining language universals, ed. by Hawkins, John A., 73101. Oxford: Blackwell.Google Scholar
Boyd, Jeremy k., and Goldberg, Adele E.. 2011. Learning what not to say: The role of statistical preemption and categorization in a-adjective production. Language 87. 5583. DOI: 10.1353/lan.2011.0012.10.1353/lan.2011.0012CrossRefGoogle Scholar
Braine, Martin D. S. 1971. On two types of models of the internalization of grammars. The ontogenesis of grammar: A theoretical symposium, ed. by Slobin, Daniel I., 153–86. New York: Academic Press.Google Scholar
Brown, Roger. 1973. A first language: The early stages. Cambridge: Harvard University Press.10.4159/harvard.9780674732469CrossRefGoogle Scholar
Brown, Roger, and Hanlon, Camille. 1970. Derivational complexity and the order of acquisition in child speech. Cognition and the development of language, ed. by Hayes, John R., 1153. New York: Wiley.Google Scholar
Bruening, Benjamin. 2011a. A-adjectives are PPs, not adjectives. Newark: University of Delaware. Blogpost. Online: http://lingcomm.blogspot.com/2011/03/adjectives-are-pps-not-adjectives.html.Google Scholar
Bruening, Benjamin. 2011b. A-adjectives again: Response to Goldberg. Newark: University of Delaware. Blogpost. Online: http://lingcomm.blogspot.com/search?q=A-adjectives+again:+Response+to+Goldberg.Google Scholar
Brysbaert, Marc, and New, Boris. 2009. Moving beyond Kučera and Francis: A critical evaluation of current word frequency norms and the introduction of a new and improved word frequency measure for American English. Behavior Research Methods 41. 977–90. DOI: 10.3758/BRM.41.4.977.CrossRefGoogle Scholar
Campbell, Aimee L., and Tomasello, Michael. 2001. The acquisition of English dative constructions. Applied Psycholinguistics 22. 253–67.10.1017/S0142716401002065CrossRefGoogle Scholar
Chater, Nick, and Vitányi, Paul. 2007. ‘Ideal learning’ of natural language: Positive results about learning from positive evidence. Journal of Mathematical Psychology 51. 135–63. DOI: 10.1016/j.jmp.2006.10.002.10.1016/j.jmp.2006.10.002CrossRefGoogle Scholar
Chomsky, Noam. 1981. Lectures in government and binding. Dordrecht: Foris.Google Scholar
Cinque, Guglielmo. 2010. The syntax of adjectives: A comparative study. Cambridge, MA: MIT Press.10.7551/mitpress/9780262014168.001.0001CrossRefGoogle Scholar
Clark, Eve V. 1987. The principle of contrast: A constraint on language acquisition. Mechanisms of language acquisition, ed. by MacWhinney, Brian, 133. Hillsdale, NJ: Lawrence Erlbaum.Google Scholar
Conwell, Erin, and Demuth, Katherine. 2007. Early syntactic productivity: Evidence from dative shift. Cognition 103. 163–79. DOI: 10.1016/j.cognition.2006.03.003.10.1016/j.cognition.2006.03.003CrossRefGoogle ScholarPubMed
Coppock, Elizabeth. 2008. The logical and empirical foundations of Baker's paradox. Stanford, CA: Stanford University dissertation.Google Scholar
Davies, Mark. 2008. Corpus of Contemporary American English (COCA): 410+ million words, 1990-present. Provo, UT: Brigham Young University. Online: http://corpus.byu.edu/coca/.Google Scholar
Fleischhauer, Elisabeth, and Clahsen, Harald. 2012. Generating inflected word forms in real time: Evaluating the role of age, frequency, and working memory. Proceedings of the Boston University Conference on Language Development (BUCLD) 36. 1. 164–76.Google Scholar
Fodor, Janet Dean. 1989. Learning the periphery. Learnability and linguistic theory, ed. by Matthews, Robert J. and Demopoulos, William, 129–54. Berlin: Springer.Google Scholar
Fodor, Janet Dean, and Crain, Stephen. 1987. Simplicity and generality of rules in language acquisition. Mechanisms of language acquisition, ed. by MacWhinney, Brian, 3563. Mahwah, NJ: Lawrence Erlbaum.Google Scholar
Fodor, Janet Dean, and Sakas, William Gregory. 2005. The subset principle in syntax: Costs of compliance. Journal of Linguistics 41. 513–69. DOI: 10.1017/S0022226705003439.10.1017/S0022226705003439CrossRefGoogle Scholar
Gerken, LouAnn, and McIntosh, Bonnie J.. 1993. Interplay of function morphemes and prosody in early language. Developmental Psychology 29. 448–57. DOI: 10.1037/00121649.29.3.448.10.1037/0012-1649.29.3.448CrossRefGoogle Scholar
Goldberg, Adele E. 2011. Are a-adjectives like afraid prepositional phrases underlying and does it matter from a learnability perspective? Princeton, NJ: Princeton University, ms. Online: https://www.princeton.edu/~adele/Media/Pubs-by-topic_files/a-adjsnotpps.pdf.Google Scholar
Guasti, Maria Teresa. 2004. Language acquisition: The growth of grammar. Cambridge, mA: MIT Press.Google Scholar
Hart, Betty, and Risley, Todd R.. 2003. The early catastrophe: The 30 million word gap by age 3. American Educator 27. 49. Online: http://www.aft.org/ae/spring2003/hart_risley.Google Scholar
Huddleston, Rodney, and Pullum, Geoffrey K.. 2001. The Cambridge grammar of the English language. Cambridge: Cambridge University Press.Google Scholar
Inagaki, Shunji. 1997. Japanese and Chinese learners ’ acquisition of the narrow-range rules for the dative alternation in English. Language Learning 47. 637–69. DOI: 10.1111/0023-8333.00024.10.1111/0023-8333.00024CrossRefGoogle Scholar
Jelinek, Frederick. 1998. Statistical methods for speech recognition. Cambridge, MA: MIT Press.Google Scholar
Larson, Richard K., and Marušič, Franc. 2004. On indefinite pronoun structures with APs: Reply to Kishimoto. Linguistic Inquiry 35. 268–87. DOI: 10.1162/002438904323019075.10.1162/002438904323019075CrossRefGoogle Scholar
Long, Ralph B. 1969. The sentence and its parts. Chicago: University of Chicago Press.Google Scholar
MacWhinney, Brian (ed.) 1987. The mechanisms of language acquisition. New York: Psychology Press.Google Scholar
MacWhinney, Brian. 2000. The CHILDES project: Tools for analyzing talk. 3rd edn. Mahwah, NJ: Lawrence Erlbaum.Google Scholar
Marcus, Gary F. 1993. Negative evidence in language acquisition. Cognition 46. 5385. DOI: 10.1016/0010-0277(93)90022-N.10.1016/0010-0277(93)90022-NCrossRefGoogle ScholarPubMed
Marcus, Gary F., Pinker, Steven, Ullman, Michael T., Hollander, Michelle, Rosen, John; and Xu, Fei. 1992. Overregularization in language acquisition. (Monographs of the Society for Research in Child Development.) Chicago: University of Chicago Press.10.2307/1166115CrossRefGoogle ScholarPubMed
Mazurkewich, Irene, and White, Lydia. 1984. The acquisition of the dative alternation: Unlearning overgeneralizations. Cognition 16. 261–83. DOI: 10.1016/0010-0277(84)90030-1.10.1016/0010-0277(84)90030-1CrossRefGoogle ScholarPubMed
Newmeyer, Frederick J. 2004. Against a parameter-setting approach to typological variation. Linguistic Variation Yearbook 4. 181234. DOI: 10.1075/livy.4.06new.CrossRefGoogle Scholar
Osherson, Daniel N., Stob, Michael; and Weinstein, Scott. 1986. Systems that learn: An introduction to learning theory for cognitive and computer scientists. Cambridge, MA: MIT Press.Google Scholar
Pearl, Lisa, and Sprouse, Jon. 2013. Syntactic islands and learning biases: Combining experimental syntax and computational modeling to investigate the language acquisition problem. Language Acquisition 20. 2368. DOI: 10.1080/10489223.2012.738742.10.1080/10489223.2012.738742CrossRefGoogle Scholar
Penke, Martina, and Krause, Marion. 2002. German noun plurals: A challenge to the dual-mechanism model. Brain and Language 81. 303–11. DOI: 10.1006/brln.2001.2526.10.1006/brln.2001.2526CrossRefGoogle Scholar
Perfors, Amy, Tenenbaum, Joshua B.; and Wonnacott, Elizabeth. 2010. Variability, negative evidence, and the acquisition of verb argument constructions. Journal of Child Language 37. 607–42. DOI: 10.1017/S0305000910000012.CrossRefGoogle ScholarPubMed
Pesetsky, David. 1995. Zero syntax: Experiencer and cascade. Cambridge, MA: MIT Press.Google Scholar
Peters, Ann M. 1983. The units of language acquisition. Cambridge: Cambridge University Press.Google Scholar
Pickering, Martin J., and Branigan, Holly P.. 1998. The representation of verbs: Evidence from syntactic priming in language production. Journal of Memory and Language 39. 633–51. DOI: 10.1006/jmla.1998.2592.10.1006/jmla.1998.2592CrossRefGoogle Scholar
Pinker, Steven. 1989. Learnability and cognition: The acquisition of argument structure. Cambridge, MA: MIT Press.Google Scholar
Poser, William J. 1992. Blocking of phrasal constructions by lexical items. Lexical matters, ed. by Sag, Ivan and Szabolsci, Anna, 111–30. Stanford, CA: CSLI Publications.Google Scholar
Randall, Janet H. 1990. Catapults and pendulums: The mechanics of language acquisition. Linguistics 28. 13811406. DOI: 10.1515/ling.1990.28.6.1381.10.1515/ling.1990.28.6.1381CrossRefGoogle Scholar
Rauh, Gisa. 1993. On the grammar of lexical and non-lexical prepositions in English. The semantics of prepositions, ed. by Zelinsky-Wibbelt, Cornelia, 99150. Berlin: Walter de Gruyter.Google Scholar
Sag, Ivan A., Gazdar, Gerald, Wasow, Thomas; and Weisler, Steven. 1985. Coordination and how to distinguish categories. Natural Language and Linguistic Theory 3. 117–71. DOI: 10.1007/BF00133839.CrossRefGoogle Scholar
Salkoff, Morris. 1983. Bees are swarming in the garden: A systematic synchronic study of productivity. Language 59. 288346. DOI: 10.2307/413576.10.2307/413576CrossRefGoogle Scholar
Stefanowitsch, Anatol. 2008. Negative entrenchment: A usage-based approach to negative evidence. Cognitive Linguistics 19. 513–31. DOI: 10.1515/COGL.2008.020.10.1515/COGL.2008.020CrossRefGoogle Scholar
Stvan, Laurel Smith. 1998. The semantics and pragmatics of bare singular noun phrases. Evanston, IL: Northwestern University dissertation.Google Scholar
Swinney, David a., and Cutler, Anne. 1979. The access and processing of idiomatic expressions. Journal of Verbal Learning and Verbal Behavior 18. 523–34. DOI: 10.1016/S0022-5371(79)90284-6.10.1016/S0022-5371(79)90284-6CrossRefGoogle Scholar
Tenenbaum, Joshua B., and Griffiths, Thomas L.. 2001. Generalization, similarity, and Bayesian inference. Behavioral and Brain Sciences 24. 629–40. DOI: 10.1017/S0140525X01000061.10.1017/S0140525X01000061CrossRefGoogle ScholarPubMed
Tomasello, Michael. 2000. Do young children have adult syntactic competence? Cognition 74. 209–53. DOI: 10.1016/S0010-0277(99)00069-4.10.1016/S0010-0277(99)00069-4CrossRefGoogle Scholar
Valían, Virginia, Solt, Stephanie; and Stewart, John. 2009. Abstract categories or limited-scope formulae? The case of children's determiners. Journal of Child Language 36. 743–78. DOI: 10.1017/S0305000908009082.10.1017/S0305000908009082CrossRefGoogle ScholarPubMed
Villavicencio, Aline, Idiart, Marco, Berwick, Robert C.; and Malioutov, Igor. 2013. Language acquisition and probabilistic models: Keeping it simple. Proceedings of the 51st annual meeting of the Association for Computational Linguistics, 1321–30. Online: http://www.aclweb.org/anthology/P13-1130.Google Scholar
Wexler, Kenneth, and Culicover, Peter. 1980. Formal principles of language acquisition. Cambridge, MA: MIT Press.Google Scholar
Yang, Charles. 2004. Universal grammar, statistics or both? Trends in Cognitive Sciences 8. 451–56. DOI: 10.1016/j.tics.2004.08.006.10.1016/j.tics.2004.08.006CrossRefGoogle ScholarPubMed
Yang, Charles. 2005. On productivity. Linguistic Variation Yearbook 5. 333–70. DOI: 10.1075/livy.5.09yan.10.1075/livy.5.09yanCrossRefGoogle Scholar
Yang, Charles. 2013. Ontogeny and phylogeny of language. Proceedings of the National Academy of Sciences 110. 6324–27. DOI: 10.1073/pnas.1216803110.Google ScholarPubMed
Yang, Charles. 2016. Price of productivity. Cambridge, MA: MIT Press, to appear.Google Scholar
Zipf, George Kingsley. 1949. Human behavior and the principle of least effort: An introduction to human ecology. Cambridge, MA: Addison-Wesley.Google Scholar