Displaying 1 - 27 of 27
  • Dingemanse, M., Liesenfeld, A., & Woensdregt, M. (2022). Convergent cultural evolution of continuers (mhmm). In A. Ravignani, R. Asano, D. Valente, F. Ferretti, S. Hartmann, M. Hayashi, Y. Jadoul, M. Martins, Y. Oseki, E. D. Rodrigues, O. Vasileva, & S. Wacewicz (Eds.), The Evolution of Language: Proceedings of the Joint Conference on Language Evolution (JCoLE) (pp. 160-167). Nijmegen: Joint Conference on Language Evolution (JCoLE). doi:10.31234/osf.io/65c79.

    Abstract

    Continuers —words like mm, mmhm, uhum and the like— are among the most frequent types of responses in conversation. They play a key role in joint action coordination by showing positive evidence of understanding and scaffolding narrative delivery. Here we investigate the hypothesis that their functional importance along with their conversational ecology places selective pressures on their form and may lead to cross-linguistic similarities through convergent cultural evolution. We compare continuer tokens in linguistically diverse conversational corpora and find languages make available highly similar forms. We then approach the causal mechanism of convergent cultural evolution using exemplar modelling, simulating the process by which a combination of effort minimization and functional specialization may push continuers to a particular region of phonological possibility space. By combining comparative linguistics and computational modelling we shed new light on the question of how language structure is shaped by and for social interaction.
  • Dona, L., & Schouwstra, M. (2022). The Role of Structural Priming, Semantics and Population Structure in Word Order Conventionalization: A Computational Model. In A. Ravignani, R. Asano, D. Valente, F. Ferretti, S. Hartmann, M. Hayashi, Y. Jadoul, M. Martins, Y. Oseki, E. D. Rodrigues, O. Vasileva, & S. Wacewicz (Eds.), The evolution of language: Proceedings of the Joint Conference on Language Evolution (JCoLE) (pp. 171-173). Nijmegen: Joint Conference on Language Evolution (JCoLE).
  • Eijk, L., Rasenberg, M., Arnese, F., Blokpoel, M., Dingemanse, M., Doeller, C. F., Ernestus, M., Holler, J., Milivojevic, B., Özyürek, A., Pouw, W., Van Rooij, I., Schriefers, H., Toni, I., Trujillo, J. P., & Bögels, S. (2022). The CABB dataset: A multimodal corpus of communicative interactions for behavioural and neural analyses. NeuroImage, 264: 119734. doi:10.1016/j.neuroimage.2022.119734.

    Abstract

    We present a dataset of behavioural and fMRI observations acquired in the context of humans involved in multimodal referential communication. The dataset contains audio/video and motion-tracking recordings of face-to-face, task-based communicative interactions in Dutch, as well as behavioural and neural correlates of participants’ representations of dialogue referents. Seventy-one pairs of unacquainted participants performed two interleaved interactional tasks in which they described and located 16 novel geometrical objects (i.e., Fribbles) yielding spontaneous interactions of about one hour. We share high-quality video (from three cameras), audio (from head-mounted microphones), and motion-tracking (Kinect) data, as well as speech transcripts of the interactions. Before and after engaging in the face-to-face communicative interactions, participants’ individual representations of the 16 Fribbles were estimated. Behaviourally, participants provided a written description (one to three words) for each Fribble and positioned them along 29 independent conceptual dimensions (e.g., rounded, human, audible). Neurally, fMRI signal evoked by each Fribble was measured during a one-back working-memory task. To enable functional hyperalignment across participants, the dataset also includes fMRI measurements obtained during visual presentation of eight animated movies (35 minutes total). We present analyses for the various types of data demonstrating their quality and consistency with earlier research. Besides high-resolution multimodal interactional data, this dataset includes different correlates of communicative referents, obtained before and after face-to-face dialogue, allowing for novel investigations into the relation between communicative behaviours and the representational space shared by communicators. This unique combination of data can be used for research in neuroscience, psychology, linguistics, and beyond.
  • Fisher, V. J. (2022). Unpeeling meaning: An analogy and metaphor identification and analysis tool for modern and post-modern dance, and beyond. In C. Fernandes, V. Evola, & C. Ribeiro (Eds.), Dance data, cognition, and multimodal communication (pp. 297-319). Oxford: Routledge. doi:10.4324/9781003106401-24.
  • Heesen, R., Fröhlich, M., Sievers, C., Woensdregt, M., & Dingemanse, M. (2022). Coordinating social action: A primer for the cross-species investigation of communicative repair. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences, 377(1859): 20210110. doi:10.1098/rstb.2021.0110.

    Abstract

    Human joint action is inherently cooperative, manifested in the collaborative efforts of participants to minimize communicative trouble through interactive repair. Although interactive repair requires sophisticated cognitive abilities,
    it can be dissected into basic building blocks shared with non-human animal species. A review of the primate literature shows that interactionally contingent signal sequences are at least common among species of nonhuman great apes, suggesting a gradual evolution of repair. To pioneer a cross-species assessment of repair this paper aims at (i) identifying necessary precursors of human interactive repair; (ii) proposing a coding framework for its comparative study in humans and non-human species; and (iii) using this framework to analyse examples of interactions of humans (adults/children) and non-human great apes. We hope this paper will serve as a primer for cross-species comparisons of communicative breakdowns and how they are repaired.
  • Kan, U., Gökgöz, K., Sumer, B., Tamyürek, E., & Özyürek, A. (2022). Emergence of negation in a Turkish homesign system: Insights from the family context. In A. Ravignani, R. Asano, D. Valente, F. Ferretti, S. Hartmann, M. Hayashi, Y. Jadoul, M. Martins, Y. Oseki, E. D. Rodrigues, O. Vasileva, & S. Wacewicz (Eds.), The evolution of language: Proceedings of the Joint Conference on Language Evolution (JCoLE) (pp. 387-389). Nijmegen: Joint Conference on Language Evolution (JCoLE).
  • Karadöller, D. Z. (2022). Development of spatial language and memory: Effects of language modality and late sign language exposure. PhD Thesis, Radboud University Nijmegen, Nijmegen.
  • Pearson, L., & Pouw, W. (2022). Gesture–vocal coupling in Karnatak music performance: A neuro–bodily distributed aesthetic entanglement. Annals of the New York Academy of Sciences, 1515(1), 219-236. doi:10.1111/nyas.14806.

    Abstract

    In many musical styles, vocalists manually gesture while they sing. Coupling between gesture kinematics and vocalization has been examined in speech contexts, but it is an open question how these couple in music making. We examine this in a corpus of South Indian, Karnatak vocal music that includes motion-capture data. Through peak magnitude analysis (linear mixed regression) and continuous time-series analyses (generalized additive modeling), we assessed whether vocal trajectories around peaks in vertical velocity, speed, or acceleration were coupling with changes in vocal acoustics (namely, F0 and amplitude). Kinematic coupling was stronger for F0 change versus amplitude, pointing to F0's musical significance. Acceleration was the most predictive for F0 change and had the most reliable magnitude coupling, showing a one-third power relation. That acceleration, rather than other kinematics, is maximally predictive for vocalization is interesting because acceleration entails force transfers onto the body. As a theoretical contribution, we argue that gesturing in musical contexts should be understood in relation to the physical connections between gesturing and vocal production that are brought into harmony with the vocalists’ (enculturated) performance goals. Gesture–vocal coupling should, therefore, be viewed as a neuro–bodily distributed aesthetic entanglement.

    Additional information

    tables
  • Pouw, W., & Holler, J. (2022). Timing in conversation is dynamically adjusted turn by turn in dyadic telephone conversations. Cognition, 222: 105015. doi:10.1016/j.cognition.2022.105015.

    Abstract

    Conversational turn taking in humans involves incredibly rapid responding. The timing mechanisms underpinning such responses have been heavily debated, including questions such as who is doing the timing. Similar to findings on rhythmic tapping to a metronome, we show that floor transfer offsets (FTOs) in telephone conversations are serially dependent, such that FTOs are lag-1 negatively autocorrelated. Finding this serial dependence on a turn-by-turn basis (lag-1) rather than on the basis of two or more turns, suggests a counter-adjustment mechanism operating at the level of the dyad in FTOs during telephone conversations, rather than a more individualistic self-adjustment within speakers. This finding, if replicated, has major implications for models describing turn taking, and confirms the joint, dyadic nature of human conversational dynamics. Future research is needed to see how pervasive serial dependencies in FTOs are, such as for example in richer communicative face-to-face contexts where visual signals affect conversational timing.
  • Pouw, W., & Dixon, J. A. (2022). What you hear and see specifies the perception of a limb-respiratory-vocal act. Proceedings of the Royal Society B: Biological Sciences, 289(1979): 20221026. doi:10.1098/rspb.2022.1026.
  • Pouw, W., Harrison, S. J., & Dixon, J. A. (2022). The importance of visual control and biomechanics in the regulation of gesture-speech synchrony for an individual deprived of proprioceptive feedback of body position. Scientific Reports, 12: 14775. doi:10.1038/s41598-022-18300-x.

    Abstract

    Do communicative actions such as gestures fundamentally differ in their control mechanisms from other actions? Evidence for such fundamental differences comes from a classic gesture-speech coordination experiment performed with a person (IW) with deafferentation (McNeill, 2005). Although IW has lost both his primary source of information about body position (i.e., proprioception) and discriminative touch from the neck down, his gesture-speech coordination has been reported to be largely unaffected, even if his vision is blocked. This is surprising because, without vision, his object-directed actions almost completely break down. We examine the hypothesis that IW’s gesture-speech coordination is supported by the biomechanical effects of gesturing on head posture and speech. We find that when vision is blocked, there are micro-scale increases in gesture-speech timing variability, consistent with IW’s reported experience that gesturing is difficult without vision. Supporting the hypothesis that IW exploits biomechanical consequences of the act of gesturing, we find that: (1) gestures with larger physical impulses co-occur with greater head movement, (2) gesture-speech synchrony relates to larger gesture-concurrent head movements (i.e. for bimanual gestures), (3) when vision is blocked, gestures generate more physical impulse, and (4) moments of acoustic prominence couple more with peaks of physical impulse when vision is blocked. It can be concluded that IW’s gesturing ability is not based on a specialized language-based feedforward control as originally concluded from previous research, but is still dependent on a varied means of recurrent feedback from the body.

    Additional information

    supplementary tables
  • Pouw, W., & Fuchs, S. (2022). Origins of vocal-entangled gesture. Neuroscience and Biobehavioral Reviews, 141: 104836. doi:10.1016/j.neubiorev.2022.104836.

    Abstract

    Gestures during speaking are typically understood in a representational framework: they represent absent or distal states of affairs by means of pointing, resemblance, or symbolic replacement. However, humans also gesture along with the rhythm of speaking, which is amenable to a non-representational perspective. Such a perspective centers on the phenomenon of vocal-entangled gestures and builds on evidence showing that when an upper limb with a certain mass decelerates/accelerates sufficiently, it yields impulses on the body that cascade in various ways into the respiratory–vocal system. It entails a physical entanglement between body motions, respiration, and vocal activities. It is shown that vocal-entangled gestures are realized in infant vocal–motor babbling before any representational use of gesture develops. Similarly, an overview is given of vocal-entangled processes in non-human animals. They can frequently be found in rats, bats, birds, and a range of other species that developed even earlier in the phylogenetic tree. Thus, the origins of human gesture lie in biomechanics, emerging early in ontogeny and running deep in phylogeny.
  • Rasenberg, M., Pouw, W., Özyürek, A., & Dingemanse, M. (2022). The multimodal nature of communicative efficiency in social interaction. Scientific Reports, 12: 19111. doi:10.1038/s41598-022-22883-w.

    Abstract

    How does communicative efficiency shape language use? We approach this question by studying it at the level of the dyad, and in terms of multimodal utterances. We investigate whether and how people minimize their joint speech and gesture efforts in face-to-face interactions, using linguistic and kinematic analyses. We zoom in on other-initiated repair—a conversational microcosm where people coordinate their utterances to solve problems with perceiving or understanding. We find that efforts in the spoken and gestural modalities are wielded in parallel across repair turns of different types, and that people repair conversational problems in the most cost-efficient way possible, minimizing the joint multimodal effort for the dyad as a whole. These results are in line with the principle of least collaborative effort in speech and with the reduction of joint costs in non-linguistic joint actions. The results extend our understanding of those coefficiency principles by revealing that they pertain to multimodal utterance design.

    Additional information

    Data and analysis scripts
  • Rasenberg, M., Özyürek, A., Bögels, S., & Dingemanse, M. (2022). The primacy of multimodal alignment in converging on shared symbols for novel referents. Discourse Processes, 59(3), 209-236. doi:10.1080/0163853X.2021.1992235.

    Abstract

    When people establish shared symbols for novel objects or concepts, they have been shown to rely on the use of multiple communicative modalities as well as on alignment (i.e., cross-participant repetition of communicative behavior). Yet these interactional resources have rarely been studied together, so little is known about if and how people combine multiple modalities in alignment to achieve joint reference. To investigate this, we systematically track the emergence of lexical and gestural alignment in a referential communication task with novel objects. Quantitative analyses reveal that people frequently use a combination of lexical and gestural alignment, and that such multimodal alignment tends to emerge earlier compared to unimodal alignment. Qualitative analyses of the interactional contexts in which alignment emerges reveal how people flexibly deploy lexical and gestural alignment (independently, simultaneously or successively) to adjust to communicative pressures.
  • Schubotz, L., Özyürek, A., & Holler, J. (2022). Individual differences in working memory and semantic fluency predict younger and older adults' multimodal recipient design in an interactive spatial task. Acta Psychologica, 229: 103690. doi:10.1016/j.actpsy.2022.103690.

    Abstract

    Aging appears to impair the ability to adapt speech and gestures based on knowledge shared with an addressee
    (common ground-based recipient design) in narrative settings. Here, we test whether this extends to spatial settings
    and is modulated by cognitive abilities. Younger and older adults gave instructions on how to assemble 3D-
    models from building blocks on six consecutive trials. We induced mutually shared knowledge by either
    showing speaker and addressee the model beforehand, or not. Additionally, shared knowledge accumulated
    across the trials. Younger and crucially also older adults provided recipient-designed utterances, indicated by a
    significant reduction in the number of words and of gestures when common ground was present. Additionally, we
    observed a reduction in semantic content and a shift in cross-modal distribution of information across trials.
    Rather than age, individual differences in verbal and visual working memory and semantic fluency predicted the
    extent of addressee-based adaptations. Thus, in spatial tasks, individual cognitive abilities modulate the inter-
    active language use of both younger and older adul

    Additional information

    1-s2.0-S0001691822002050-mmc1.docx
  • Slonimska, A. (2022). The role of iconicity and simultaneity in efficient communication in the visual modality: Evidence from LIS (Italian Sign Language). PhD Thesis, Radboud University, Nijmegen.
  • Slonimska, A., Özyürek, A., & Capirci, O. (2022). Simultaneity as an emergent property of efficient communication in language: A comparison of silent gesture and sign language. Wiley Interdisciplinary Reviews: Cognitive Science, 46(5): 13133. doi:10.1111/cogs.13133.

    Abstract

    Sign languages use multiple articulators and iconicity in the visual modality which allow linguistic units to be organized not only linearly but also simultaneously. Recent research has shown that users of an established sign language such as LIS (Italian Sign Language) use simultaneous and iconic constructions as a modality-specific resource to achieve communicative efficiency when they are required to encode informationally rich events. However, it remains to be explored whether the use of such simultaneous and iconic constructions recruited for communicative efficiency can be employed even without a linguistic system (i.e., in silent gesture) or whether they are specific to linguistic patterning (i.e., in LIS). In the present study, we conducted the same experiment as in Slonimska et al. with 23 Italian speakers using silent gesture and compared the results of the two studies. The findings showed that while simultaneity was afforded by the visual modality to some extent, its use in silent gesture was nevertheless less frequent and qualitatively different than when used within a linguistic system. Thus, the use of simultaneous and iconic constructions for communicative efficiency constitutes an emergent property of sign languages. The present study highlights the importance of studying modality-specific resources and their use for linguistic expression in order to promote a more thorough understanding of the language faculty and its modality-specific adaptive capabilities.
  • Slonimska, A., Özyürek, A., & Capirci, O. (2022). Simultaneity as an emergent property of sign languages. In A. Ravignani, R. Asano, D. Valente, F. Ferretti, S. Hartmann, M. Hayashi, Y. Jadoul, M. Martins, Y. Oseki, E. D. Rodrigues, O. Vasileva, & S. Wacewicz (Eds.), The evolution of language: Proceedings of the Joint Conference on Language Evolution (JCoLE) (pp. 678-680). Nijmegen: Joint Conference on Language Evolution (JCoLE).
  • Sumer, B., & Özyürek, A. (2022). Cross-modal investigation of event component omissions in language development: A comparison of signing and speaking children. Language, Cognition and Neuroscience, 37(8), 1023-1039. doi:10.1080/23273798.2022.2042336.

    Abstract

    Language development research suggests a universal tendency for children to be under- informative in narrating motion events by omitting components such as Path, Manner or Ground. However, this assumption has not been tested for children acquiring sign language. Due to the affordances of the visual-spatial modality of sign languages for iconic expression, signing children might omit event components less frequently than speaking children. Here we analysed motion event descriptions elicited from deaf children (4–10 years) acquiring Turkish Sign Language (TİD) and their Turkish-speaking peers. While children omitted all types of event components more often than adults, signing children and adults encoded more Path and Manner in TİD than their peers in Turkish. These results provide more evidence for a general universal tendency for children to omit event components as well as a modality bias for sign languages to encode both Manner and Path more frequently than spoken languages.
  • Sumer, B., & Özyürek, A. (2022). Language use in deaf children with early-signing versus late-signing deaf parents. Frontiers in Communication, 6: 804900. doi:10.3389/fcomm.2021.804900.

    Abstract

    Previous research has shown that spatial language is sensitive to the effects of delayed language exposure. Locative encodings of late-signing deaf adults varied from those of early-signing deaf adults in the preferred types of linguistic forms. In the current study, we investigated whether such differences would be found in spatial language use of deaf children with deaf parents who are either early or late signers of Turkish Sign Language (TİD). We analyzed locative encodings elicited from these two groups of deaf children for the use of different linguistic forms and the types of classifier handshapes. Our findings revealed differences between these two groups of deaf children in their preferred types of linguistic forms, which showed parallels to differences between late versus early deaf adult signers as reported by earlier studies. Deaf children in the current study, however, were similar to each other in the type of classifier handshapes that they used in their classifier constructions. Our findings have implications for expanding current knowledge on to what extent variation in language input (i.e., from early vs. late deaf signers) is reflected in children’s productions as well as the role of linguistic input on language development in general.
  • Trujillo, J. P., Özyürek, A., Kan, C., Sheftel-Simanova, I., & Bekkering, H. (2022). Differences in functional brain organization during gesture recognition between autistic and neurotypical individuals. Social Cognitive and Affective Neuroscience, 17(11), 1021-1034. doi:10.1093/scan/nsac026.

    Abstract

    Persons with and without autism process sensory information differently. Differences in sensory processing are directly relevant to social functioning and communicative abilities, which are known to be hampered in persons with autism. We collected functional magnetic resonance imaging (fMRI) data from 25 autistic individuals and 25 neurotypical individuals while they performed a silent gesture recognition task. We exploited brain network topology, a holistic quantification of how networks within the brain are organized to provide new insights into how visual communicative signals are processed in autistic and neurotypical individuals. Performing graph theoretical analysis, we calculated two network properties of the action observation network: local efficiency, as a measure of network segregation, and global efficiency, as a measure of network integration. We found that persons with autism and neurotypical persons differ in how the action observation network is organized. Persons with autism utilize a more clustered, local-processing-oriented network configuration (i.e., higher local efficiency), rather than the more integrative network organization seen in neurotypicals (i.e., higher global efficiency). These results shed new light on the complex interplay between social and sensory processing in autism.

    Additional information

    nsac026_supp.zip
  • Ünal, E., Manhardt, F., & Özyürek, A. (2022). Speaking and gesturing guide event perception during message conceptualization: Evidence from eye movements. Cognition, 225: 105127. doi:10.1016/j.cognition.2022.105127.

    Abstract

    Speakers’ visual attention to events is guided by linguistic conceptualization of information in spoken language
    production and in language-specific ways. Does production of language-specific co-speech gestures further guide
    speakers’ visual attention during message preparation? Here, we examine the link between visual attention and
    multimodal event descriptions in Turkish. Turkish is a verb-framed language where speakers’ speech and gesture
    show language specificity with path of motion mostly expressed within the main verb accompanied by path
    gestures. Turkish-speaking adults viewed motion events while their eye movements were recorded during non-
    linguistic (viewing-only) and linguistic (viewing-before-describing) tasks. The relative attention allocated to path
    over manner was higher in the linguistic task compared to the non-linguistic task. Furthermore, the relative
    attention allocated to path over manner within the linguistic task was higher when speakers (a) encoded path in
    the main verb versus outside the verb and (b) used additional path gestures accompanying speech versus not.
    Results strongly suggest that speakers’ visual attention is guided by language-specific event encoding not only in
    speech but also in gesture. This provides evidence consistent with models that propose integration of speech and
    gesture at the conceptualization level of language production and suggests that the links between the eye and the
    mouth may be extended to the eye and the hand.
  • Van Leeuwen, T. M., & Dingemanse, M. (2022). Samenwerkende zintuigen. In S. Dekker, & H. Kause (Eds.), Wetenschappelijke doorbraken de klas in!: Geloven, Neustussenschot en Samenwerkende zintuigen (pp. 85-116). Nijmegen: Wetenschapsknooppunt Radboud Universiteit.

    Abstract

    Ook al hebben we het niet altijd door, onze zintuigen werken altijd samen. Als je iemand ziet praten, bijvoorbeeld, verwerken je hersenen automatisch tegelijkertijd het geluid van de woorden en de bewegingen van de lippen. Omdat onze zintuigen altijd samenwerken zijn onze hersenen erg gevoelig voor dingen die ‘samenhoren’ en goed bij elkaar passen. In dit hoofdstuk beschrijven we een project onderzoekend leren met als thema ‘Samenwerkende zintuigen’.
  • Habets, B., Kita, S., Shao, Z., Ozyurek, A., & Hagoort, P. (2011). The role of synchrony and ambiguity in speech–gesture integration during comprehension. Journal of Cognitive Neuroscience, 23, 1845-1854. doi:10.1162/jocn.2010.21462.

    Abstract

    During face-to-face communication, one does not only hear speech but also see a speaker's communicative hand movements. It has been shown that such hand gestures play an important role in communication where the two modalities influence each other's interpretation. A gesture typically temporally overlaps with coexpressive speech, but the gesture is often initiated before (but not after) the coexpressive speech. The present ERP study investigated what degree of asynchrony in the speech and gesture onsets are optimal for semantic integration of the concurrent gesture and speech. Videos of a person gesturing were combined with speech segments that were either semantically congruent or incongruent with the gesture. Although gesture and speech always overlapped in time, gesture and speech were presented with three different degrees of asynchrony. In the SOA 0 condition, the gesture onset and the speech onset were simultaneous. In the SOA 160 and 360 conditions, speech was delayed by 160 and 360 msec, respectively. ERPs time locked to speech onset showed a significant difference between semantically congruent versus incongruent gesture–speech combinations on the N400 for the SOA 0 and 160 conditions. No significant difference was found for the SOA 360 condition. These results imply that speech and gesture are integrated most efficiently when the differences in onsets do not exceed a certain time span because of the fact that iconic gestures need speech to be disambiguated in a way relevant to the speech context.
  • Ozyurek, A. (2011). Language in our hands: The role of the body in language, cognition and communication [Inaugural lecture]. Nijmegen: Radboud University Nijmegen.

    Abstract

    Even though most studies of language have focused on speech channel and/or viewed language as an
    amodal abstract system, there is growing evidence on the role our bodily actions/ perceptions play in language and communication.
    In this context, Özyürek discusses what our meaningful visible bodily actions reveal about our language capacity. Conducting cross-linguistic, behavioral, and neurobiological research,
    she shows that co-speech gestures reflect the imagistic, iconic aspects of events talked about and at the same time interact with language production and
    comprehension processes. Sign languages can also be characterized having an abstract system of linguistic categories as well as using iconicity in several
    aspects of the language structure and in its processing.
    Studying language multimodally reveals how grounded language is in our visible bodily actions and opens
    up new lines of research to study language in its situated,
    natural face-to-face context.
  • Ozyurek, A., & Perniss, P. M. (2011). Event representations in signed languages. In J. Bohnemeyer, & E. Pederson (Eds.), Event representations in language and cognition (pp. 84-107). New York: Cambridge University Press.
  • Perniss, P. M., Zwitserlood, I., & Ozyurek, A. (2011). Does space structure spatial language? Linguistic encoding of space in sign languages. In L. Carlson, C. Holscher, & T. Shipley (Eds.), Proceedings of the 33rd Annual Meeting of the Cognitive Science Society (pp. 1595-1600). Austin, TX: Cognitive Science Society.

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