Skip to main content
Log in

Higher-order semantic structures in an African Grey parrot’s vocalizations: evidence from the hyperspace analog to language (HAL) model

  • Original Paper
  • Published:
Animal Cognition Aims and scope Submit manuscript

Abstract

Previous research has described the significant role that social interaction plays in both the acquisition and use of speech by parrots. The current study analyzed the speech of one home-raised African Grey parrot (Psittacus erithacus erithacus) across three different social contexts: owner interacting with parrot in the same room, owner and parrot interacting out of view in adjacent rooms, and parrot home alone. The purpose was to determine the extent to which the subject’s speech reflected an understanding of the contextual substitutability (e.g., the word street can be substituted in context for the word road) of the vocalizations that comprised the units in her repertoire (i.e., global co-occurrence of repertoire units; Burgess in Behav Res Methods Instrum Comput 30:188–198, 1998; Lund and Burgess in Behav Res Methods Instrum Comput 28:203–208, 1996). This was accomplished via the human language model hyperspace analog to language (HAL). HAL is contextually driven and bootstraps language “rules” from input without human intervention. Because HAL does not require human tutelage, it provided an objective measure to empirically examine the parrot’s vocalizations. Results indicated that the subject’s vocalization patterns did contain global co-occurrence. The presence of this quality in this nonhuman’s speech may be strongly indicative of higher-order cognitive skills.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Aldenderfer MS, Blashfield RK (1984) Cluster analysis. Sage, London

    Google Scholar 

  • Anderson TA, Pempek DR (2005) Television and very young children. Am Behav Sci 48:505–522

    Article  Google Scholar 

  • Baker MC (2010) Hybrid zones and cultural traits of the Australian ringneck Platycercus zonarius. J Avian Biol 41:50–63

    Article  Google Scholar 

  • Balsby TJS, Bradbury JW (2009) Vocal matching by orange-fronted conures (Aratinga canicularis). Behav Process 82:133–139

    Article  Google Scholar 

  • Balsby TJS, Scarl JC (2008) Sex-specific responses to vocal convergence and divergence of contact calls in orange-fronted conures (Aratinga canicularis). Proc Biol Sci 275:2147–2154

    Article  PubMed  Google Scholar 

  • Barr H, Hayne R (1999) Developmental changes in imitation from television during infancy. Child Dev 70:1067–1081

    Article  PubMed  CAS  Google Scholar 

  • Bartlett P, Slater PJB (1999) The effect of new recruits on the flock specific call of budgerigars (Melopsittacus undulatus). Ethol Ecol Evol 11:139–147

    Article  Google Scholar 

  • Berg KS, Delgado S, Cortopassi KA, Beissinger SR, Bradbury JW (2012) Vertical transmission of learned signatures in a wild parrot. P Roy Soc B Biol Sci 279:585–591

    Article  Google Scholar 

  • Bergman L, Reinisch US (2006) Parrot vocalization. In: Luescher AU (ed) Manual of parrot behavior. Blackwell Publishing, Ames, pp 219–223

    Chapter  Google Scholar 

  • Bickerton D (1990) Language and species. University of Chicago Press, Chicago

    Google Scholar 

  • Brittan-Powell EF, Dooling RJ, Farabaugh SM (1997) Vocal development in budgerigars (Melopsittacus undulatus): contact calls. J Comp Psychol 111:226–241

    Article  PubMed  CAS  Google Scholar 

  • Buck JR, Tyack PL (1993) A quantitative measure of similarity for Tursiops truncatus signature whistles. J Acoust Soc Am 94:2497–2506

    Article  PubMed  CAS  Google Scholar 

  • Burgess C (1998) From simple associations to the building blocks of language: modeling meaning in memory with the HAL model. Behav Res Methods Instrum Comput 30:188–198

    Article  Google Scholar 

  • Burgess C (2000) Theory and operational definitions in computational memory models: a response to Glenberg and Robertson. J Mem Lang 43:402–408

    Article  Google Scholar 

  • Chaiken M, Gentner TQ, Hulse SH (1997) Effects of social interaction on the development of starling song and the perception of these effects by conspecifics. J Comp Psychol 111:379–392

    Article  PubMed  CAS  Google Scholar 

  • Christiansen MH, Kirby S (2003) Language evolution: consensus and controversies. Trends Cogn Sci 7:300–307

    Article  PubMed  Google Scholar 

  • Colbert-White EN, Covington MA, Fragaszy DM (2011) Social context influences the vocalizations of a home-raised African Grey parrot (Psittacus erithacus erithacus). J Comp Psychol 125:175–184

    Article  PubMed  Google Scholar 

  • Cortopassi KA, Bradbury JW (2006) Contact call diversity in wild orange-fronted parakeet pairs, Aratinga canicularis. Anim Behav 71:1141–1154

    Article  Google Scholar 

  • Cruickshank AJ, Gautier JP, Chappius C (1993) Vocal mimicry in wild African Grey parrots Psittacus erithacus. Ibis 135:293–299

    Article  Google Scholar 

  • Dahlin CR, Wright TF (2012) Does syntax contribute to the function of duets in a parrot, amazona auropalliata? Anim cognition 15:647–56

    Google Scholar 

  • Deloache JS, Chiong C, Sherman K et al (2010) Do babies learn from baby media? Psychol Sci 21:1570–1574

    Article  PubMed  Google Scholar 

  • Dreger RM, Fuller J, Lemoine RL (1988) Clustering seven data sets by means of some or all of seven clustering methods. Multivar Behav Res 23:203–230 (Psychology Press)

    Google Scholar 

  • Elman JL (1995) Language as a dynamical system. In: Port RF, Gelder T (eds) Mind as motion: explorations in the dynamics of cognition. MIT Press, Cambridge, pp 195–223

    Google Scholar 

  • Evans N, Levinson SC (2009) The myth of language universals: language diversity and its importance for cognitive science. Behav Brain Sci 32:429–448

    Article  PubMed  Google Scholar 

  • Farabaugh SM, Linzenbold A, Dooling RJ (1994) Vocal plasticity in budgerigars (Melopsittacus undulatus): evidence for social factors in the learning of contact calls. J Comp Psychol 108:81–92

    Article  PubMed  CAS  Google Scholar 

  • Hare B, Brown M, Williamson C, Tomasello M (2002) The domestication of social cognition in dogs. Science 298:1634–1636

    Article  PubMed  CAS  Google Scholar 

  • Hauser MD, Barner D, O’Donnell TJ (2007) Evolutionary linguistics: a new look at an old landscape. Lang Learn Dev 3:101–132

    Article  Google Scholar 

  • Hayne H, Simcock G, Herbert H (2003) Imitation from television by 24- and 30-month-olds. Dev Sci 6:254–261

    Article  Google Scholar 

  • Hile AG, Striedter GF (2000) Call convergence within groups of female budgerigars (Melopsittacus undulatus). Ethology 106:1105–1114

    Article  Google Scholar 

  • Hile AG, Plummer TK, Striedter GF (2000) Male vocal imitation produces call convergence during pair bonding in budgerigars, Melopsittacus undulatus. Anim Behav 59:1209–1218

    Article  PubMed  Google Scholar 

  • Kaufman AB (2010) Assessing animal vocal communication using the hyperspace analog to language (HAL) model. Dissertation, University of California, Riverside

  • Kaufman AB, Green SR, Seitz AR, Burgess C (2012) Using a self-organizing map (SOM) and the hyperspace analog to language (HAL) model to identify patterns of syntax and structure in the songs of humpback whales. Int J Comp Psychol 25:237–275

    Google Scholar 

  • Krcmar B, Lin K, Grela M (2007) Can toddlers learn vocabulary from television? An experimental approach. Media Psychol 10:41–63

    Article  Google Scholar 

  • Liittschwager JC, Markman EM (1994) Sixteen- and 24-month-olds’ use of mutual exclusivity as a default assumption in second-label learning. Dev Psychol 30:955–968

    Article  Google Scholar 

  • Lloyd EA (2004) Kanzi, evolution, and language. Biol Philos 19:577–588

    Article  Google Scholar 

  • Lund K, Burgess C (1996) Producing high-dimensional semantic spaces from lexical co-occurrence. Behav Res Methods Instrum Comput 28:203–208

    Article  Google Scholar 

  • Mantel N (1967) The detection of disease clustering and a generalized regression approach. Cancer Res 27:209–220

    PubMed  CAS  Google Scholar 

  • Margoliash D, Nusbaum HC (2009) Animal comparative studies should be part of linguistics. Behav Brain Sci 32:458–459

    Article  Google Scholar 

  • McCowan B, Hanser SF, Doyle LR (1999) Quantitative tools for comparing animal communication systems: information theory applied to bottlenose dolphin repertoires. Anim Behav 57:409–419

    Article  PubMed  Google Scholar 

  • Moravec ML, Striedter GF, Burley NT (2006) Assortative pairing based on contact call similarity in budgerigars, Melopsittacus undulatus. Ethology 112:1108–1116

    Article  Google Scholar 

  • Pepperberg IM (1981) Functional vocalizations by an African Grey parrot (Psittacus erithacus). Z Tierpsychol 55:139–160

    Article  Google Scholar 

  • Pepperberg IM (1983) Cognition in the African Grey parrot: preliminary evidence for auditory/vocal comprehension of the class concept. Anim Learn Behav 11:179–185

    Article  Google Scholar 

  • Pepperberg IM (1988) An interactive modeling technique for acquisition of communication skills separation of labeling and requesting in a psittacine subject. Appl Psycholinguist 9:59–76

    Article  Google Scholar 

  • Pepperberg IM (1990) Referential mapping: a technique for attaching functional significance to the innovative utterances of an African Grey parrot (Psittacus erithacus). Appl Psycholinguist 11:23–44

    Article  Google Scholar 

  • Pepperberg IM (1993) A review of the effects of social interaction on vocal learning in African Grey parrots (Psittacus erithacus). Neth J Zoöl 43:104–124

    Article  Google Scholar 

  • Pepperberg IM (1994) Vocal learning in Grey parrots (Psittacus erithacus): effect of social interaction, reference, and context. Auk 111:300–313

    Article  Google Scholar 

  • Pepperberg IM (1999) The Alex studies: cognitive and communicative abilities of Grey parrots. Harvard University Press, Cambridge

    Google Scholar 

  • Pepperberg IM (2001) Millennium review: Avian cognitive abilities. Bird Behav 14:51–70

    Google Scholar 

  • Pepperberg IM (2007) Grey parrots do not always ‘parrot’: the roles of imitation and phonological awareness in the creation of new labels from existing vocalizations. Lang Sci 29:1–13

    Article  Google Scholar 

  • Pepperberg IM, McLaughlin MA (1996) Effect of avian-human joint attention on allospecific vocal learning by Grey parrots (Psittacus erithacus). J Comp Psychol 110:286–297

    Article  PubMed  CAS  Google Scholar 

  • Pepperberg IM, Wilcox SE (2000) Evidence for a form of mutual exclusivity during label acquisition by Grey parrots (Psittacus erithacus)? J Comp Psychol 114:219–231

    Article  PubMed  CAS  Google Scholar 

  • Pepperberg IM, Gardiner LI, Luttrell LJ (1999) Limited contextual vocal learning in the Grey parrot (Psittacus erithacus): the effect of interactive co-viewers on videotaped instruction. J Comp Psychol 113:158–172

    Article  Google Scholar 

  • Robb R, Wartella EA, Richert MB (2009) Just a talking book? Word learning from watching baby videos. Br J Dev Psychol 27:27–45

    Article  PubMed  Google Scholar 

  • Romesburg HC (1984) Cluster Analysis for Researchers. Lifetime Learning Publications, Belmont

    Google Scholar 

  • Rowley I (1990) Behavioral ecology of the galah, Eolophus roseicapillus. Surry Beatty & Sons, Chipping Norton

    Google Scholar 

  • Saltstone R, Fraboni M (1990) An empirical demonstration of the problem of cluster dissimilarity from different clustering methods in a single sample. J Clin Psychol 46:930–934

    Article  PubMed  CAS  Google Scholar 

  • Savage-Rumbaugh SW, Lewin R (1994) Kanzi: the ape at the brink of the human mind. Wiley, New York

    Google Scholar 

  • Scarl JC, Bradbury JW (2009) Rapid vocal convergence in an Australian cockatoo, the galah Eolophus roseicapillus. Anim Behav 77:1019–1026

    Article  Google Scholar 

  • Sewall KB (2009) Limited adult vocal learning maintains call dialects but permits pair-distinctive calls in red crossbills. Anim Behav 77:1303–1311

    Article  Google Scholar 

  • Suzuki R, Buck JR, Tyack PL (2005) The use of Zipf’s law in animal communication analysis. Anim Behav 69:F9–F17

    Article  Google Scholar 

  • Suzuki R, Buck JR, Tyack PL (2006) Information entropy of humpback whale songs. J Acoust Soc Am 119:1849–1866

    Article  PubMed  Google Scholar 

  • Todt D (1975) Social learning of vocal patterns and modes of their applications in Grey parrots. Z Tierpsychol 39:178–188

    Article  Google Scholar 

  • Tomasello M, Herrmann E (2010) Ape and human cognition: what’s the difference? Curr Dir Psychol Sci 19:3–8

    Article  Google Scholar 

  • Triana E, Pasnak R (1981) Object permanence in cats and dogs. Anim Learn Behav 9:135–139

    Article  Google Scholar 

  • Udell MAR, Dorey NR, Wynne CDL (2008a) Wolves outperform dogs in following human social cues. Anim Behav 76:1767–1773

    Article  Google Scholar 

  • Udell MAR, Giglio RF, Wynne CDL (2008b) Domestic dogs (Canis familiaris) use human gestures but not nonhuman tokens to find hidden food. J Comp Psychol 122:84–93

    Article  PubMed  Google Scholar 

  • Wanker R, Sugama Y, Prinage S (2005) Vocal labeling of family members in spectacled parrotlets, Forpus conspicillatus. Anim Behav 70:111–118

    Article  Google Scholar 

  • Weiss DJ, Newport EL (2006) Mechanisms underlying language acquisition: benefits from a comparative approach. Infancy 9:241–257

    Article  Google Scholar 

  • Weiss DJ, Santos LR (2006) Why primates? The importance of nonhuman primates for understanding human infancy. Infancy 9:133–146

    Article  Google Scholar 

  • Wilbrecht L, Nottebohm F (2003) Vocal learning in birds and humans. Ment Retard Dev Disabil Res Rev 9:135–148

    Article  PubMed  Google Scholar 

  • Wright TF (1996) Regional dialects in the contact call of a parrot. Proc R Soc Biol Sci 263:867–872

    Article  Google Scholar 

  • Wright TF, Dahlin CR, Salinas-Melgoza A (2008) Stability and change in vocal dialects of the yellow-naped Amazon. Anim Behav 76:1017–1027

    Article  PubMed  Google Scholar 

  • Zuberbühler K (2005) The phylogenetic roots of language—evidence from primate communication and cognition. Curr Dir Psychol Sci 14:126–130

    Article  Google Scholar 

Download references

Acknowledgments

The authors would like to thank Dorothy Fragaszy, Michael Covington, James C. Kaufman, Stephen M. Shellman of Strategic Analysis Enterprises, Inc., Aaron Seitz, Khaleel Razak, Genet Tulgetske, Dominic Cicchetti, Matt Riggs, and Robert Rosenthal. Additionally, they would like to thank the three anonymous reviewers on the paper, for going above and beyond the call of duty. Lastly, we also thank Betty Jean Craige and Cosmo, without whom this study would have been impossible.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Allison B. Kaufman.

Additional information

Statement of Research Integrity:

All experiments described here comply fully with United States law. Data collection procedures were approved by the University of Georgia IACUC (Approval #A2007-10142).

Part of the work detailed here was done to fulfill the requirements of a dissertation by ABK in the Department of Neuroscience at the University of California, Riverside. During much of the time while data were being analyzed, ABK was supported by a Dissertation Year grant from the University of California, Riverside. In addition, some of the work discussed here was done to fulfill the requirements of a Masters thesis for ECW in the Department of Psychology at the University of Georgia.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (WAV 13526 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Kaufman, A.B., Colbert-White, E.N. & Burgess, C. Higher-order semantic structures in an African Grey parrot’s vocalizations: evidence from the hyperspace analog to language (HAL) model. Anim Cogn 16, 789–801 (2013). https://doi.org/10.1007/s10071-013-0613-3

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10071-013-0613-3

Keywords

Navigation