United States

Space and time are highly interconnected in language and cognition. Here, we ask to what extent the conceptual and perceptual processes of space and time influence how word meanings are learned and extended in space and time domains. We taught 4-5-year-olds and adults a novel word with spatial (i.e., length) or temporal meaning (i.e., duration) and tested how well they learned and extended the word meaning to the other domain. We manipulated two aspects of learning multiple word meanings: the direction of extension and the modality of temporal perception. Children learned the spatial meaning better than the temporal one. Although they learned the spatial meaning, they could not extend it to the time domain. Adults learned both meanings equally successfully. However, they learned the temporal meaning better when they perceived time through visual modality. Once they learned the temporal meaning, they extended it to space as easily, regardless of modality.

CogSci 2023

Is word learning of spatial metaphors grounded in perceptual modality?

## Welcome!
"I am excited to welcome you to this year’s edition of the Conference on Empirical Methods in Natural Language Processing! Importantly, it marks the 30th edition of EMNLP. With over 8,000 submissions, more than 3,000 accepted papers, and thousands of attendees, we have come a long way from that first
workshop, which had 14 accepted papers. As the field looks ahead, Suzhou is the fitting location for celebrating this milestone: rooted in a long literary tradition, yet modern and forward-looking, and home to a large share of the NLP community."<br>

*Message from the General Chair, Dirk Hovy*





<br>

EMNLP 2025

Celebrate 30 Years of EMNLP! 
EMNLP 2025 will be held in Suzhou, China from November 5th to November 9th, 2025.

poster

The 45th Annual Meeting of the Cognitive Science Society will take place in Sydney, Australia as a modified hybrid conference. Presentations from the main-session room will be live-streamed every day for all events. This will include all invited talks and award sessions. Recordings of all CogSci 2023 sessions will be made available for on-demand viewing after the conference.<br>
The in-person component will be held at the International Convention Centre Sydney at Darling Harbour. The Conference will take place Wednesday July 26th – Saturday July 29th, 2023 (Wednesday, July 26th is the Workshops Day).

Join us!

<br>[**The Program at a Glance can be found here**](https://cognitivesciencesociety.org/wp-content/uploads/2023/07/COgSci-PAAG-V2.pdf)
<br>[**The Detailed Program can be found here**](https://online.fliphtml5.com/ebtyf/mswz/)
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#### **CogSci 2023 Program Book**
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The 45th Annual Meeting of the Cognitive Science Society presents the latest research across cognitive science and highlights the theme of Cognition in Context.

Creative people move in ways that seem aimless. Artists and mathematicians wander about, sometimes standing next to their easel or blackboard, other times standing across the room. Why do creatives expend energy on aimless movement? We propose that such movements facilitate insight by changing visually available information. We tested this mechanism in two online studies (N = 337). Participants solved an insight puzzle. We manipulated whether participants could only see a diagram representing the puzzle, as though they were standing close to it, or could also see a diagram from an earlier puzzle, as though they had stepped back. Visual access to the second diagram acted as a visual hint, increasing the rate of insight by suggesting an analogous solution. We argue that this mechanism explains the creative benefits of seemingly aimless movement. We discuss implications for understanding creativity as arising from interactions among brain, body, and environment.

Seeing the connection: Manipulating access to visual information facilitates creative insight

Understanding the relationships between gesture, speech, and thought bears on how we conceptualize language and embodied cognition. We asked whether the gestures U.S. politicians produced when presenting ideas as similar (listing) or different (contrasting) varied in handshape, form, or movement. We found that location was more likely to change during contrasting, while movement pattern was more likely to change during listing. In a follow-up experiment, we showed that these gestures impacted participants’ perceptions of how similar the items discussed by the politician were, even when the auditory information was unavailable. When participants could see politicians’ gestures, they rated listed topics as more similar and contrasted items as more different, even when the videos were muted. We conclude that gesture during political speech can both reflect and affect judgements of similarity and difference.

Gesture during political speech reflects and affects judgements of topic similarity

The directionality hypothesis says that low senses [TOUCH, TASTE] usually describe high senses [SOUND, VISION] in synesthetic metaphors, so color-taste metaphors should be inaccessible; however, newer work suggests that some color-taste metaphors are acceptable because of the types of adjectives in them. In this study, we examine how adjectival classification of color terms affects color-taste synesthetic metaphors and provide a frame-based explanation for metaphors that violate the rule. English speakers (N = 116; M = 55, F= 55, NB = 4, N/A = 2) judged acceptability in an online questionnaire of color-taste metaphors with different adjective types. To confirm, we assessed the mean accessibility for the items (1 = accessible, -1 = inaccessible) wherein a mean of zero was the reference level and would suggest no significant influence. The results show that there is a significant color-taste directionality (p < .001) for the metaphors.

Modeling Red Tastes: Quality Color Adjectives in English Color-Taste Synesthetic Metaphors

Evidence suggests that the processing of graspable object nouns elicits specific motor programs related to potential hand-object interactions. Notably, adjectives specifying manipulative features of these objects are integrated into this sensorimotor representation. The present experiment investigated the effect of adjectives denoting the position of the object in space on the sensorimotor representation of graspable object nouns. We used a reach-to-grasp compatibility task, in which participants had to categorize object nouns as artifact or natural, by performing either a power or precision grip matching or not the typical grip associated with the object. On each trial the object noun was presented with a near or far adjective. While reliable grasp-compatibility effects emerged for object nouns on RTs, this was not modulated by the spatial position denoted by the adjective. Spatial adjectives appear not to be integrated into the noun sensorimotor representation, supporting the distinction between stable and variable affordances.

The space of words: on the sensorimotor processing of variable affordances in noun-adjective combinations

Psycholinguistic studies are now more frequently considering the role of embodied information in language processing. While the perceptual features of nouns lend themselves well to cataloguing and norming, verbs also contain important perceptual information that may be useful to researchers. We present preliminary analyses of an ongoing study norming the directionality and strength of motion implied by verbs in three dimensions. We sought to assess the convergent and divergent validity of our pilot database using data derived from other psycholinguistic norm databases and distributional semantic techniques. Results suggest that this norming method is supported by convergent validity while capturing unique psycholinguistic information. More specifically, these norms may contribute to stimulus selection and refinement, generating computational representations of verbs, and novel research designs in future studies.

The spatial role of verbs in embodied language processing

Mathematical concepts are paragons of abstraction. The actual practice of mathematics, though, is decidedly concrete, material, one might even say fleshy. This raises the question, What is the body doing, when the body is doing mathematics? We answer by analyzing a video corpus of mathematicians in their natural habitat: at the blackboard, chalk in hand. Mixing qualitative and quantitative analyses, we describe systematically the ways mathematicians use their bodies to write, move, and gesture. Some surprises arise, such as the observation that mathematicians point nearly constantly but seldom produce representational gestures; and that they spend most of their time away from the blackboard at which they are writing. We discuss implications for creativity, mathematical cognition, and theories of embodied and distributed cognition more broadly.

What does the body do, when it's doing mathematics?

Current approaches to empathetic response generation typically encode the entire dialogue history directly and put the output into a decoder to generate friendly feedback. These methods focus on modelling contextual information but neglect capturing the direct intention of the speaker. We argue that the last utterance in the dialogue empirically conveys the intention of the speaker. Consequently, we propose a novel model named InferEM for empathetic response generation. We separately encode the last utterance and fuse it with the entire dialogue through the multi-head attention based intention fusion module to capture the speaker's intention. Besides, we utilize previous utterances to predict the last utterance, which simulates human's psychology to guess what the interlocutor may speak in advance. To balance the optimizing rates of the utterance prediction and response generation, a multi-task learning strategy is designed for InferEM. Experimental results demonstrate the plausibility and validity of InferEM in improving empathetic expression.

InferEM: Inferring the Speaker's Intention for Empathetic Dialogue Generation

Which auditory features drive everyday listeners’ preferences for and emotional experiences of their favorite music? To test how various features contribute to listeners’ experiences of popular music, we created a novel corpus of covers of 50 popular songs from 2008 to 2019, capturing a wide variety of genres and styles. Cover versions of popular songs offer a rich space of natural musical stimuli that match original songs on some dimensions (e.g., lyrics) but not others (e.g., genre). We pseudo-randomly selected one cover per song and asked subjects to rate similarity between clips of original and cover versions. Other subjects rated emotional valence and arousal of the same clips. We found a relationship between similarity ratings and differences in arousal ratings between originals and covers (p = 0.00069) but not differences in valence ratings (p = 0.27), suggesting that similarity ratings are more driven by perceived arousal differences.

Quantifying the Influence of Musical Features on Perceptual Similarity of Popular Songs

Previous research has found emotional colour connotations (red=negative, green=positive) to rapidly impact emotional judgements of faces presented in different colour contexts. However, it remains unclear whether this influence is reciprocal. We consider differences in processing speed and difficulty between perceptual (colour) and conceptual (emotion) stimuli to determine whether emotion information influences colour processing. We examined whether emotional face primes (angry/happy/neutral) influence red-green colour judgements and if this effect is greater under increased ambiguity of the colour stimuli. The findings suggest that primed emotional information can guide colour judgements. Specifically, happy face primes led to better categorisation accuracy for predominantly green stimuli, while angry face primes led to better categorisation accuracy for predominantly red stimuli. For ambiguous colour stimuli, a categorisation response bias was found for green following happy face primes. Our findings provide support for a reciprocal influence of emotional stimuli on colour judgements.

Emotional face priming influences colour judgements

A large body of evidence demonstrates that emotion impacts memory. Although visual information dominates emotional memories, previous studies have not examined the role of visual imagery as an individual difference variable in the representation of emotional memories. This study examines the role of visual imagery skills (namely, object and spatial imagery) on emotional memories. Participants (N = 115) recalled positive, negative, and neutral events in response to the cue words and then rated the phenomenological characteristics of each event. Event accounts were coded for episodic detail categories (event, place, perceptual, time, emotion-thought details). The results showed that visual imagery skills contributed to the remembrance of the episodic details of positive memories and the phenomenology of both positive and negative events. Overall, this study emphasizes the importance of considering the individual differences in memory research and highlights the differences between emotional and neutral events.

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Seeing the connection: Manipulating access to visual information facilitates creative insight

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