Open Mind
@openmindjournal.bsky.social
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75 posts
Cognitive science journal published by MIT Press.
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Open Mind
@openmindjournal.bsky.social
· Sep 13
People Evaluate Agents Based on the Algorithms That Drive Their Behavior
AbstractWhen people see an agent perform a task, do they care if the underlying algorithm driving it is ‘intelligent’ or not? More generally, when people intuitively evaluate the performance of others, do they value external performance metrics (intuitive behaviorism) or do they also take into account the underlying algorithm driving the agent’s behavior (intuitive cognitivism)? We propose 3 dimensions for examining this distinction: Action Efficiency, Representation Efficiency, and Generalization. Across 3 tasks (N = 598), we showed people pairs of maze-solving agents, together with the programs driving the agents’ behavior. Participants were asked to pick the ‘better’ of the two programs, based on a single example of the two programs, evaluated on the same maze. Each pair of programs varied along one of our 3 proposed dimensions. Our framework predicts people’s choice of program across the tasks, and the results support the idea that people are intuitive cognitivists.
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Open Mind
@openmindjournal.bsky.social
· Sep 13
The Reasonable, the Rational, and the Good: On Folk Theories of Deliberative Judgment
AbstractJudgment is often described in terms of an intuitive (System 1) versus deliberative (System 2) dichotomy, yet sound deliberation itself can take more than one form. Building on philosophical traditions and distinctions in treatment of sound judgment in economics and law, we propose that lay conceptions revolve around two distinct types of deliberate judgment: rational, emphasizing rule-based and utility-focused reasoning for well-defined problems, and reasonable, prioritizing context-sensitive and socially conscious reasoning for ill-defined problems. Across four studies in English-speaking Western samples (Studies 1–4; N = 2,130) and a Mandarin-speaking Chinese sample (Study 4; N = 697), participants described their notions of “sound” and “good” judgment, evaluated social scenarios, chose between candidates with distinct judgmental profiles, and categorized non-social objects. Results consistently showed that people view both rationality and reasonableness as common forms of deliberate sound judgment, while treating them as distinct. Participants preferred rational deliberation for algorithmic social roles linked to well-defined tasks and reasonable deliberation for interpretive roles linked to ill-defined tasks. Moreover, framing decisions as rational vs. reasonable influenced whether participants relied on rule-based vs. overall-similarity strategies in classification tasks. These findings suggest that lay understanding of sound judgment does not rely on a single standard of judgmental competence. Instead, people recognize that both rationality and reasonableness are critical for competent deliberation on different types of problems in life.
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Open Mind
@openmindjournal.bsky.social
· Sep 13
Exploring Meta-Reasoning Propositional Confidence in Conspiratorial Beliefs and Socio-Cognitive Polarization
AbstractConspiracy theories have pervaded human thought across time and cultures, often emerging during crises such as the COVID-19 pandemic, where they influenced public behaviors and attitudes, notably in vaccine hesitancy. This research explores the metacognitive foundations of conspiracy beliefs, particularly focusing on how individuals monitor and assess their problem-solving processes. We propose that conspiracy beliefs are linked to high propositional confidence—often unsupported by accurate reasoning. Two studies were conducted to investigate the potential relationship between meta-reasoning inaccuracies (i.e., prospective confidence judgments and commission errors) during problem solving and conspiracy beliefs. Across two studies, we examine metacognitive markers of this overconfidence. Study 1 analyzes archival data from George and Mielicki’s (2023) to investigate how COVID-19 conspiracy beliefs are associated with initial judgments of solvability in solvable and unsolvable Compound Remote Associate (CRA) tasks. Study 2 examines the relationship between commission errors on Rebus puzzles and conspiracy beliefs, while also assessing Socio-Cognitive Polarization (SCP)—a construct encompassing ideological rigidity, intolerance of ambiguity, and xenophobia. Results show that SCP amplified the effects of commission errors on conspiracy beliefs, situating these cognitive patterns within socio-political contexts. These findings offer novel evidence that conspiracy beliefs are not merely a product of what people think, but how they think—underscoring the intertwined roles of flawed meta-reasoning and socio-political attitudes in sustaining conspiratorial worldviews.
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Open Mind
@openmindjournal.bsky.social
· Sep 13
Signers and Speakers Show Distinct Temporal Kinematic Signatures in Their Manual Communicative Movements
AbstractUsing our hands to move a stick along a path differs in systematic ways from using our hands to communicate about moving the stick. Kinematic signatures (e.g., enlarged moving trajectories) have been found to mark a movement as communicative, relative to its non-communicative counterpart. But communicative movements are frequently embedded within an expressive system and might differ as a function of that system. For example, deaf signers move their hands when they communicate with sign language, which is a linguistic system. Hearing speakers also move their hands—they gesture along with speech—but those gestures do not form a linguistic system unto themselves. Do the communicative movements signers and speakers use to describe the same event differ as a function of the expressive systems within which they are embedded? Because some signs are highly iconic, researchers often assume that movements in these signs have the same properties as speakers’ gestures. To test this assumption, we compared spontaneous hand gestures produced by hearing speakers when they talk (co-speech gesture) to productive iconic hand signs produced by deaf signers when the signs superficially resemble co-speech gestures (classifier signs). We used motion tracking and kinematic analyses to disentangle the spatial and temporal kinematic patterns of communicative movements in 33 English-speakers and 10 American Sign Language (ASL) signers, using each group’s non-communicative movements as a control. Participants copied a movement on an object performed by a model (non-communicative movement) and then described what they did with the object (communicative movement). We found no differences between groups in how non-communicative movements related to communicative movements for spatial kinematics. However, for temporal kinematics, speakers’ co-speech movements were less rhythmic and jerkier than their non-communicative movements, but signers’ communicative movements were more rhythmic and smoother than their non-communicative movements. We thus found differences in the temporal aspects of co-speech gestures vs. classifier signs, leading to 3 conclusions: (i) Communicative movements do not always have the same kinematic signatures but depend on the expressive system within which they are embedded. (ii) Since signers’ and speakers’ communicative movements have different kinematic features, even highly iconic signed movements cannot be considered entirely gestural. (iii) We need fine-grained techniques to measure communicative movements, particularly when trying to identify the gestural aspects of sign. Communicative movements, even when superficially similar, differ as a function of the system they are part of.
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Open Mind
@openmindjournal.bsky.social
· Aug 23
Merits of Curiosity: A Simulation Study
Abstract‘Why are we curious?’ has been among the central puzzles of neuroscience and psychology in the past decades. A popular hypothesis is that curiosity is driven by intrinsically generated reward signals, which have evolved to support survival in complex environments. To formalize and test this hypothesis, we need to understand the enigmatic relationship between (i) intrinsic rewards (as drives of curiosity), (ii) optimality conditions (as objectives of curiosity), and (iii) environment structures. Here, we demystify this relationship through a systematic simulation study. First, we propose an algorithm to generate environments that capture key abstract features of different real-world situations. Then, we simulate artificial agents that explore these environments by seeking one of six representative intrinsic rewards: novelty, surprise, information gain, empowerment, maximum occupancy principle, and successor-predecessor intrinsic exploration. We evaluate the exploration performance of these simulated agents regarding three potential objectives of curiosity: state discovery, model accuracy, and uniform state visitation. Our results show that the comparative performance of each intrinsic reward is highly dependent on the environmental features and the curiosity objective; this indicates that ‘optimality’ in top-down theories of curiosity needs a precise formulation of assumptions. Nevertheless, we found that agents seeking a combination of novelty and information gain always achieve a close-to-optimal performance on objectives of curiosity as well as in collecting extrinsic rewards. This suggests that novelty and information gain are two principal axes of curiosity-driven behavior. These results pave the way for the further development of computational models of curiosity and the design of theory-informed experimental paradigms.
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Open Mind
@openmindjournal.bsky.social
· Aug 23
Already Perfect: Language Users Access the Pragmatic Meanings of Conditionals First
AbstractConditional statements often have two interpretations. For instance, the statement, “If you mow the lawn, you will receive $5”, might be understood to mean that mowing the lawn is just one possible way to earn $5 or, more strongly, that mowing the lawn is the only way one can receive $5 – an interpretation sometimes called Conditional Perfection. We investigated how people arrive at “perfected” interpretations of conditional statements: whether they initially consider a statement's literal meaning and then perfect it or begin with a perfected interpretation and revert to the weaker meaning only when necessary. Reaction time data from Experiment 1 supports the latter sequence, as evidenced by the longer time required to arrive at literal interpretations than perfected ones. Additionally, in Experiment 2, we found that participants under cognitive load were more likely to perfect conditional statements relative to participants not under load, again suggesting that people begin with a perfected meaning that is optionally canceled with effort.
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Open Mind
@openmindjournal.bsky.social
· Aug 23
An Item Response Theory Analysis of the “Reading the Mind in the Eyes Test” in an Argentine Sample
AbstractIn the field of affective neuroscience, the “Reading the Mind in the Eyes Test” (RMET) is regarded as the gold standard for assessing Theory of Mind (ToM) in general and clinical populations. Despite its widespread use and acceptance, there has been no comprehensive evaluation of the psychometric properties of the Spanish version of the test, particularly concerning its internal structure and dimensionality, especially with regard to the application of Item Response Theory (IRT). Therefore, the aim of this study is to examine the items of the Argentine version of the RMET through an IRT approach to explore its effectiveness in measuring ToM in neurotypical adult populations within Argentina. A sample of 899 adults from Buenos Aires, Argentina (34.3% men, 65.7% women) aged between 18 and 82 (M = 32.95, SD = 13.35) completed a sociodemographic questionnaire and the RMET. Based on a preliminary assessment of the data’s suitability for factor analysis, including inspection of item-level sampling adequacy, we analysed a reduced 13-item version of the test. While these items were consistent with a unidimensional structure, the main factor explained only 21.2% of the variance, and the factor loadings were relatively low. The analysis revealed weak and questionable evidence for the dimensionality of the construct, with retained items showing medium-low difficulty and moderate discrimination. Additionally, the overall reliability estimates were insufficient. Therefore, the results of this study do not support the psychometric properties of the argentine version of RMET and contribute to increasing awareness of the critical need to thoroughly evaluate its validity and reliability.
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Open Mind
@openmindjournal.bsky.social
· Jul 19
The Expanded Natural History of Song Discography, A Global Corpus of Vocal Music
AbstractA comprehensive cognitive science requires broad sampling of human behavior to justify general inferences about the mind. For example, the field of psycholinguistics relies on a rich history of comparative study, with many available resources that systematically document many languages. Surprisingly, despite a longstanding interest in questions of universality and diversity, the psychology of music has few such resources. Here, we report the Expanded Natural History of Song Discography, an open-access corpus of vocal music (n = 1007 song excerpts), with accompanying metadata detailing each song’s region of origin, language (of 413 languages represented here), and one of 10 behavioral contexts (e.g., work, storytelling, mourning, lullaby, dance). The corpus is designed to sample both broadly, with a large cross-section of societies and languages; and deeply, with many songs representing three well-studied language families (Atlantic-Congo, Austronesian, and Indo-European). This design facilitates direct comparison of musical and vocal features across cultures, principled approaches to sampling stimuli for experiments, and evaluation of models of the cultural evolution of song. In this paper we describe the corpus and provide two proofs of concept, demonstrating its utility. We report (1) a conceptual replication of previous findings that the acoustical forms of songs are predictive of their behavioral contexts, including in previously unstudied contexts (e.g., children’s play songs); and (2) similarities in acoustic content of songs across cultures are predictable, in part, by the relatedness of those cultures.
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Open Mind
@openmindjournal.bsky.social
· Jul 19
When Success Is Surprising: Children’s Ability to Use Surprise to Infer Competence
AbstractHow do we learn who is good at what? Building on the idea that humans draw rich inferences from others’ emotional expressions, here we ask whether others’ surprised reactions to performance outcomes can elicit inferences about competence. Across three experiments, participants were asked to choose “who is better” in scenarios where two students performed identically on the same task but their teacher expressed surprise to only one of them. In Experiment 1 (n = 60, adults) and Experiment 2 (n = 90, 6- to 8-year-old children), participants’ responses were modulated by not only the students’ performance outcomes (success or failure) but also the teacher’s response to the outcomes (surprise or no surprise). Specifically, participants preferentially chose the student who did not elicit the teacher’s surprise as more competent when both students succeeded, but chose the student who elicited surprise when both failed. Experiment 3a (n = 150, 4- to 8-year-olds) replicated this pattern in 6- to 8-year-olds as a group—but not in 4- to 5-year-olds—with increasing robustness with age. Finally, this pattern was significantly reduced in Experiment 3b where the teacher’s surprise was directed at an irrelevant event rather than the student’s performance (n = 90, 6- to 8-year-olds). Taken together, these results suggest that even non-valenced emotional reactions to performance outcomes—being surprised at someone’s success or failure—can inform inferences about valenced qualities such as competence. More broadly, the current findings demonstrate that emotional expressions we observe in our daily lives can lead to nuanced yet consequential social judgments.
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