Netherlands

Compositionality is a core property of language: the meaning of sentences is derived from the meanings of individual words and rules for combining their meanings (Partee, 1984). Human adults have been shown to make compositional generalizations across many domains such as language, visual concept learning, and sequence learning. Few studies have investigated conceptual compositionality in young children. In two experiments with English-speaking 5- to 8-year-old children who have not been exposed to Chinese characters, we found that after a brief training session, they were able to generalize the newly learned radical-meaning pairs to new characters compositionally. Our results suggest that by age 5, children can make meaningfully compositional generalizations.

**Authors:**

Min Tang: University of California, Berkeley; Rongzhi Liu: University of Chicago; Fei Xu: UC Berkeley

CogSci 2024

Compositionality in Chinese Characters: Evidence from English-speaking Children

## Welcome to EMNLP 2022!
I am delighted to welcome you to EMNLP 2022! I believe this conference has been complicated beyond any precedent. Over the past year, it’s been thrilling to see the organization team approach each new puzzle with creativity and enthusiasm. We hope that those participating in Abu Dhabi as well as those joining remotely will leave the conference feeling newly inspired by the program and newly connected to our ever-growing community. Following EMNLP 2021 and major NLP conferences since, EMNLP 2022 is “hybrid,” serving both virtual and in-person participants.

Our key innovations for EMNLP 2022 include:

* EMNLP 2022 is “hybrid” in a second sense, as well: we allowed both direct and rolling review paper submissions, building on the pilot experiment of EMNLP 2021, which considered a small number of ARR submissions. 
* Familiar from NAACL but new to EMNLP, we’ve added an industry track.
* During the conference, “portals” will link virtual poster sessions to in-person conference participants during poster sessions each day.
* The first ACL-family conference in the United Arab Emirates.

 *Message from Noah A. Smith, University of Washington and Allen Institute for AI, Seattle, Washington, USA* 
***EMNLP 2022 General Chair***
 
[![](https://assets.underline.io/uploads/markdown_image/1/image/9eec7d4a287ee18c278b08229290aa83.png)](https://drive.google.com/file/d/1OlPv6QBeo62VVTughj2jkiLeyHd1WnUt/view)
 
[![](https://assets.underline.io/uploads/markdown_image/1/image/a3db7a768409f05192210d98601edb25.png)](https://emnlp2022.rocket.chat/)

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EMNLP 2022

Welcome!
EMNLP 2022 will take place in Abu Dhabi from December 7th to December 11th, 2022. And it will be held in hybrid mode, both online and offline.

poster

The 46th Annual Meeting of the Cognitive Science Society was an in-person meeting held in Rotterdam, The Netherlands at the Postillion Hotel & Conference Centre.

**ON-DEMAND PROGRAM ACCESS AFTER THE CONFERENCE** 
Recordings of the invited program are now available. You can access them by clicking on the 'Schedule' icon on the left. Select view by week and navigate to the day and time slot of the recording you wish to view. Click on the time slot to access the recording.

Recordings available (click on each recording to view):

**Thursday, July 25** 
0900: [Keynote Speaker Morgan Barense on Enhancing real-world event memory](https://underline.io/events/465/sessions/17997/lecture/99084-dynamics-between-minds-and-the-environment) 
1000: [Gleitman Award Winner Isabelle Dautriche on Language Foundations: Insights from acquisition, communication, cognition, and more](https://underline.io/events/465/sessions/18000/lecture/99085-gleitman-talk) 
1415: [Invited Symposium: Dynamics between minds and the environment](https://underline.io/events/465/sessions?eventSessionId=18016&searchGroup=lecture) 
1700: [Rumelhart Prize Presentation Speaker Alison Gopnik on Exploit, explore, empower: Three ages and three intelligences](https://underline.io/events/465/sessions/18028/lecture/99161-rp1-rumelhart-prize-presentation) 

**Friday, July 26** 
0900: [C.L. de Carvalho-Heineken Prize Keynote Speaker Kia Nobre on Focusing in memory](https://underline.io/events/465/sessions/18035/lecture/99162-hp1-c-l-de-carvalho-heineken-prize-keynote-address) 
1030: [Rumelhart Symposium: Childhood as exploration](https://underline.io/events/465/sessions/18038/lecture/100346-childhood-as-exploration) 
1415: [Elman Prize Symposium](https://underline.io/events/465/sessions?eventSessionId=18053&searchGroup=lecture) 
1600: [Invited Symposium: Dynamics between minds](https://underline.io/events/465/sessions?eventSessionId=18065&searchGroup=lecture) 
1745: [Keynote Speaker Andrea E. Martin on Neural dynamics encode the structure and statistics of language](https://underline.io/events/465/sessions/18077/lecture/99271-neural-dynamics-encode-the-structure-and-statistics-of-language) 

**Saturday, July 27** 
0900: [Keynote Speaker Gregor Schöner on How higher cognition emerges from the dynamics of strongly interacting neural populations](https://underline.io/events/465/sessions/18083/lecture/99273-dynamics-within-the-mind) 
1000: [Glushko Talks](https://underline.io/events/465/sessions?eventSessionId=18086&searchGroup=lecture) 
1500: [Invited Symposium: Dynamics within minds](https://underline.io/events/465/sessions?eventSessionId=18100&searchGroup=lecture) 


#### **CogSci 2024 Program Book**
<div style="position:relative;padding-top:0;width:900px;height:500px;"><iframe style="position:absolute;border:none;width:100%;height:100%;left:0;top:0;" src="https://online.fliphtml5.com/ebtyf/cble/" seamless="seamless" scrolling="no" frameborder="0" allowtransparency="true" allowfullscreen="true" ></iframe></div>


**The Program Book can be downloaded [here](https://drive.google.com/file/d/1yRVp1cBqRnAbdYi4GXWV_pZeyWNsRquv/view?usp=sharing).**

#### **Letter from the President**

Welcome to the 2024 Meeting of the Cognitive Science Society in Rotterdam! CogSci 2024 brings together a large community of cognitive scientists who have traveled here from around the world, as well as a smaller group of remote presenters. I would like to extend an especially warm welcome to our first-time CogSci meeting attendees, and hope that 
their experience inspires them to join our future meetings for many years to come.

I want to thank this year’s conference co-chairs, Larissa K Samuelson, Stefan Frank, Mariya Toneva, Allyson Mackey, and Eliot Hazeltine, for putting together an amazing series of invited talks and symposia around the theme of Dynamics of Cognition. The co-chairs also deserve credit for handling a record-breaking number of submissions and producing a truly exciting conference program 

Beyond the invited talks and symposia dedicated to this year’s conference theme, I would like to highlight the presentations and events honoring the 
Rumelhart, Elman, Gleitman and C .L . de Carvalho Heineken prize winners, including the Rumelhart reception on Thursday. As you may know, we are recording all of the invited talks and symposia, and all prize-winners’ talks, and will be making this content available after the conference. 

The Cognitive Science Society relies on the volunteer efforts of our Governing Board members who work on matters related to our membership; conference policies; diversity and inclusion, international, and outreach initiatives; prizes and much more. We welcome interest from Society members who would like to become more involved in what we do. The 
Society is deeply grateful to Rick Dale and Andrea Bender, who serve as editors of the two Society journals, Cognitive Science and Topics in Cognitive Science respectively. We especially acknowledge our editors’ generosity in donating their stipends each year to D&I and outreach efforts. 

This year’s Annual Meeting depends critically on the support of Marischal De Armond and his team at Podium Conference Specialists: Sharon Zwack, Cendrine De Vis, Sarah-Kate Burke, and Rachel Waller worked tirelessly to secure the venue and handled a multitude of logistical and organizational issues, from arranging coffee breaks and receptions to making sure that a huge number of posters fits comfortably into the available space. Finally, and importantly, I would like to acknowledge the Cognitive Science Society Executive Officer, Erica Wojcik, for managing the complex and ever expanding sphere of our Society’s activities.

I hope you enjoy this year’s meeting and the many different opportunities to engage with the vibrant community of cognitive scientists gathered here. I also hope you get a chance to explore the great city of Rotterdam with its many attractions, museums, restaurants and scenic views. If you’d like to talk more about our Society, or simply want to say hello, please stop by!

![](https://assets.underline.io/markdown_image/1/image/3c66d0e21fff30e204df1138ffd15173.jpeg)

**Anna Papafragou** 
President, Cognitive Science 
Society 2023-2024

**CODE OF CONDUCT** 
By attending the CogSci 2024 Conference, you are required to adhere to the society’s [Code of Conduct](https://drive.google.com/file/d/16-6KkptF0Gn3ZYGJDlpqpwTdImw45Ng0/view?usp=drive_link).

**ABOUT THE COGNITIVE SCIENCE SOCIETY** 
The Cognitive Science Society brings together researchers from around the world who hold a common goal: understanding the nature of the human mind. The mission of the Society is to promote Cognitive Science as a discipline, and to foster scientific interchange among researchers in various areas of study, including Artificial Intelligence, Linguistics, Anthropology, Psychology, Neuroscience, Philosophy, and Education.

The Society is a non-profit professional organization and its activities include sponsoring an annual conference and publishing the journals Cognitive Science and TopiCS.

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The 46th Annual Meeting of the Cognitive Science Society presents the latest research across cognitive science and highlights the theme of Cognition in Context.

A set of fundamental principles governs our reasoning about objects since infancy: solidity, continuity, and contact. Past studies have shown that adults can revise these principles given a small amount of counterevidence. However, how far would they generalize their revised beliefs? In the present experiments, we demonstrate that given a diverse set of counterevidence, adults changed their behaviors in subsequent maze games. These results demonstrate that adults can generalize their revised beliefs about the core object principles to a completely different virtual environment.

**Authors:**

Rongzhi Liu: University of Chicago; Fei Xu: UC Berkeley

Violations of Core Object Principles Change Adults’ Behaviors in Maze Games

Young children often struggle with reasoning based on abstract relations, which is crucial for learning and thinking. Research has shown that children's relational reasoning abilities can be enhanced under certain circumstances. The underlying reasons and mechanisms behind such enhancement, however, remain unclear. This study examined the effectiveness of explanation, a recently discovered method, in enhancing children's relational reasoning abilities. Seventy-one 4- and 5-year-old children participated in a modified Relational Match to Sample (RMTS) task. Some children interacted with an experimenter who demonstrated relational matches and engaged in question-answer sessions, while others completed the task without such active exploration. Results indicated that children who observed demonstrations and provided explanations or reports showed a higher proportion of relational matches compared to those who completed the task without such active exploration. Furthermore, explanation was more effective than report in promoting children's relational reasoning. These findings suggest that interactive experiences that encourage active exploration contribute to the development of children's relational thinking skills.

**Authors:**

Jiyue Yang: University of Macau; Yu Han: University of Macau; Sophia W Deng: Xi'an Jiaotong-Liverpool University

Show me, don’t teach me: Active exploration promotes children’s relational reasoning

Although children are on the receiving end of pedagogical questions (asked with an intent to teach) and information-seeking questions (asked with an intent to seek information), little is known about how children differentiate between the two types of questions. Here, we tested if parents spontaneously modulate their prosody when asking pedagogical as opposed to information- seeking questions. To test this, we asked 35 parent- child pairs to engage in a learning game where parents were asking questions while being in the role of a teacher (pedagogical) or in the role of a student (information- seeking). Next, 128 naïve listeners judged the questions produced by parents. We found that naïve listeners could reliably differentiate the two types of questions on the basis of prosody alone. This finding highlights the importance of prosody as a mechanism for communicating pedagogical intent in parent-child interactions.

**Authors:**

Igor Bascandziev: Harvard University; Patrick Shafto: Rutgers University - Newark; Elizabeth Bonawitz: Harvard University

Parents modify their prosody when asking questions with pedagogical intent

Studies suggest that infants track others’ beliefs based on visual information (Baillargeon & Scott., 2017 but see Dörrenberg, Rakoczy, Liszkowski, 2018). However, research targeting whether infants understand that others’ beliefs can be induced via communication is scarce, although most of the human belief-repertoire is acquired via communication. We presented eighteen-month-olds (Experiment1: N=34; Experiment2- replication: N=35) with a false belief scenario where the initial belief was induced via communication, aiming to measure their informative pointing (for an agent mistaken about a toy’s location compared to a true belief scenario). Instead of more pointing to the toy’s current location, in the FB condition we found an unexpected ‘altercentric’ effect (pointing to the earlier location of the toy -FB location). Next, we asked whether infants show different altercentric effects for visually induced beliefs (Experiment 3: N=35). Results replicated the altercentric effect, and were somewhat stronger, suggesting a potentially stronger encoding of visually induced beliefs.

**Authors:**

Bartug Celik: Central European University; Agnes Kovacs: Central European University

Communication-based belief attribution: Do infants encode better others’ beliefs induced via communication or the ones induced via visual cues?

Team coordination is essential for effective team performance during critical and stressful events. To better understand processes and states involved at multiple levels of team coordination, we assessed the correspondence between low- and high-level team coordination in teams participating in simulation-based medical team training. We computed a measure of low-level team coordination with Multidimensional Recurrence Quantification Analysis, applied to arm movement, PPG, and EDA data. High-level team coordination was captured by annotating video recordings for explicit and implicit, information and action coordination. Three linear mixed-effects model were run, each predicting a type of low-level coordination, based on high-level coordination annotations, accounting for multiple observations per team. Our findings showed that, compared to periods without annotated coordination, explicit or implicit information coordination corresponded to significantly different low-level team coordination across all modalities. Further research is required to assess additional factors related to the temporal variability observed in low-level team coordination.

**Authors:**

Kyana van Eijndhoven: Tilburg University; Travis J. Wiltshire: Tilburg University; Josette M.P. Gevers: Eindhoven University of Technology; Elwira A. Hałgas: Eindhoven University of Technology; Annemarie Fransen: Máxima Medisch Centrum

Multi-level Team Coordination Dynamics during Simulation-Based Medical Team Training

Interpersonal synchrony is a foundation of social interaction. However, as a form of coordination, synchrony is limited to regular and rhythmic actions, and may not generalise to more variable social behaviour. In response, the current research considers the effects of social factors on a complimentary form of coordination, complexity matching. In social contexts, complexity matching occurs when measures of individual behavioural variability become aligned. Here we explored whether social factors known to influence interaction, specifically interdependence and social anxiety, impact complexity matching. In pairs, participants completed four walking trials that manipulated interdependence while their gait patterns were captured. While we found evidence that social anxiety had a detrimental effect on behavioural variability, when considering complexity matching, only a consistent trend was apparent. Trends associated with interdependence hinted at effects for both variability and complexity matching but await further data. The results are discussed with respect to theories of interpersonal dynamics.

**Authors:**

Amber Jade Brown: University of Western Australia; Margaret Catherine Macpherson: Macquarie University; Lynden K. Miles: University of Western Australia

Beyond synchrony: Exploring the social relevance of complexity matching.

Learning how to make decisions from experience is often studied using probabilistic outcome prediction or choice tasks, as in conditioning, reward learning, or risky gambles (e.g., response A provides reward in 75% of the cases, response B in 25% over repeated trials with feedback). One debated phenomenon in such tasks is that of negative or wavy-recency, describing that learners expect the rare B event after observing a streak of common A events (e.g., Gamblers fallacy). Here, we show that this behavior also occurs when instructing to use a visual stimulus to predict two probabilistic neutral events in a single-cue conditioning task. To understand how reward values affect the underlying learning processes, we manipulated whether the common or rare event, if correctly predicted, yielded a higher reward, compared to baseline with equal rewards. We found that negative recency was most prevalent when the rare event yielded a high reward, and least prevalent when the common event yielded a high reward. We further delineate this trend from the influence of the common-outcome labels (event vs. non-event), which more strongly affected subsequent probability estimates than training behavior. We discuss the findings from conditioning and economic perspectives, and outline implications of randomization methods in experience-based learning tasks.

**Authors:**

René Schlegelmilch: University of Bremen; Andy J Wills: Plymouth University; Bettina von Helversen: University of Bremen

Reward Count(s): Negative Recency in Probabilistic Experience-Based Learning

Contrasting the climate change emergency represents one of the major challenges of modern times. Knowing how people represent ecology-related phenomena is crucial to inform interventions aimed at promoting more effective pro-environmental behaviors. Despite this, literature on the topic is still scarce. To fill this gap, we asked 340 participants to rate 200 concepts—among which Ecological ones (N = 50, e.g., deforestation)—on numerous semantic dimensions (N = 39), drawing insights from the literature on conceptual organization. A Principal Component Analysis on our dataset revealed the presence of three major components explaining overall the variability of our set of concepts. Interestingly, Ecological concepts had a major role in all of them. Indeed, in comparison with other conceptual categories—both related (i.e., Natural—e.g., water—and Geographical/Geopolitical—e.g., ocean, city) and not related (i.e., Technological—e.g., Internet) to the green domain—they figured among the most abstract (Component 1), impacting our political, social, and personal spheres (Component 2), emotionally charged, scientific, and evoking sensorimotor experiences (Component 3) concepts. Overall, our study has a threefold relevance. On a theoretical side, it can contribute to enriching theories on concepts by investigating a new semantic domain that questions the concrete-abstract dichotomy; on a scientific side, it might broaden categorization research by providing semantic norms for new conceptual domains (the TECo Database); on a societal side, it can enhance politics on these timely themes.

**Authors:**

Ilenia Falcinelli: Sapienza University of Rome; Chiara Fini: Sapienza University of Rome; Claudia Mazzuca: Sapienza University of Rome; Anna Borghi: Sapienza University of Rome

The TECo Database: Insights on The Semantic Organization of The Ecological Domain.

The literature on conceptual combination has thus far been limited to research at the aggregate level investigating adjective-noun and noun-noun combinations. One well-established phenomenon within this literature is that of concept dominance (Hampton, 1988), which is the finding that the relative contribution of constituent concepts (for example sport or game) to their conjunction (sport that is also a game) is often very unequal. This exploratory study investigated individual differences in how people understand adjective-adjective-noun combinations, such as long blue coat. Participants rated images of coats varying along the perceptual dimensions of length and color for typicality in two different conjunctions, namely long blue coat and long purple coat. We used multidimensional scaling (MDS) to construct an aggregate coat space from similarity data collected with the Spatial Arrangement Method (SpAM). Using external unfolding, we modeled participants’ typicality judgements by representing their individual typicality data as vectors within the aggregate MDS space, such that orthogonal projections from the coats onto the vectors represent their perceived typicality in the conjunctions. We did not find strong evidence for concept dominance at the aggregate level; however, we did find evidence for concept dominance at the individual level, with marked individual differences in the extent of dominance and which dimension was dominant. The validation of external unfolding for research into conceptual combination comes with new research possibilities, several of which are proposed.

**Authors:**

Willem Jacob Louter: Erasmus University Rotterdam; Sam Jabbari: Erasmus University Rotterdam; Sandra Blythin Constantinou Juhasz: Erasmus University Rotterdam; Steven Verheyen: Erasmus University Rotterdam

Individual Differences in Concept Dominance

Probabilistic categorization (PC) has been used mostly to distinguish between memory systems (declarative vs. procedural). Most literature on PC has relied on the Weather Prediction Task. However, this task doesn't provide the flexibility in assigning probabilities to exemplar features that is often required in more ecological settings. Recently, Marchant and Chaigneau (2021) developed a PC task that allows flexible classification probabilities by computing p(category|feature). In this study, we implemented Marchant and Chaigneau's PC task under two feedback conditions (i.e., 70% and 90%) counterbalanced by three features’ relevance conditions. In the transfer phase, subjects rated exemplars’ category membership. During learning, we implemented eye-tracking to capture the number of fixations to each exemplar's features. We found that the number of fixations on relevant features predicts transfer responses, suggesting that people show declarative knowledge of critical features according to their relevance. Interestingly, declarative retrieval varies with the reliability of feedback.

**Authors:**

Martín Montesinos: Universidad Adolfo Ibáñez; Antonia Olguí: Universidad Adolfo Ibáñez; vicente soto: Universidad Adolfo Ibañez; Sergio E. Chaigneau: Adolfo Ibanez University; Nicolas Marchant: Universidad Adolfo Ibáñez

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Violations of Core Object Principles Change Adults’ Behaviors in Maze Games

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