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Martin Zettersten

@mzettersten.bsky.social

Asst Prof UCSD Cognitive Science language development | cognitive development | learning https://mzettersten.github.io/ (he/his)

1,687 Followers  |  1,641 Following  |  48 Posts  |  Joined: 28.07.2023  |  2.0906

Latest posts by mzettersten.bsky.social on Bluesky

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#BUCLD50 Symposium: โ€œInnateness is not a dirty word: Reframing the origins of language developmentโ€, by Shanley Allen, Marisa Casillas, Alejandrina Cristia, Michael C. Frank, Caroline Rowland, Leher Singh, and Paul Bloom!

Learn more at:
www.bu.edu/bucld/

#Innateness #LLM #LanguageDevelopment

19.10.2025 21:25 โ€” ๐Ÿ‘ 15    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Coupled Minds Lab Coupled Minds Lab โ€” social neuroscience of conversation, negotiation, and humanโ€“AI interaction.

Recruiting PhD students for Fall 2026!

The Coupled Minds Lab at @tamu.bsky.social will use a multimodal approach combining fMRI hyperscanning, computational modeling, and natural language processing to study how conversations transform minds. Learn more: coupled-minds.github.io

Due Date Dec 1

20.10.2025 00:40 โ€” ๐Ÿ‘ 13    ๐Ÿ” 8    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1
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๐ƒ๐จ ๐ฒ๐จ๐ฎ ๐ซ๐ž๐š๐ฅ๐ฅ๐ฒ ๐ฐ๐š๐ง๐ญ ๐ญ๐จ ๐ฌ๐ž๐ž ๐ฐ๐ก๐š๐ญ ๐ฆ๐ฎ๐ฅ๐ญ๐ข๐ฅ๐ข๐ง๐ ๐ฎ๐š๐ฅ ๐ž๐Ÿ๐Ÿ๐จ๐ซ๐ญ ๐ฅ๐จ๐จ๐ค๐ฌ ๐ฅ๐ข๐ค๐ž? ๐Ÿ‡จ๐Ÿ‡ณ๐Ÿ‡ฎ๐Ÿ‡ฉ๐Ÿ‡ธ๐Ÿ‡ช

Hereโ€™s the proof! ๐๐š๐›๐ฒ๐๐š๐›๐ž๐ฅ๐‹๐Œ is the first Multilingual Benchmark of Developmentally Plausible Training Data available for 45 languages to the NLP community ๐ŸŽ‰

arxiv.org/abs/2510.10159

14.10.2025 17:01 โ€” ๐Ÿ‘ 42    ๐Ÿ” 16    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1
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A large-scale study across the avian clade identifies ecological drivers of neophobia Neophobia (the aversive response to novelty) varies considerably across species and individuals, and can impact adaptability and survival. This study assesses neophobia in 1400 subjects from 136 bird ...

๐Ÿฆ Exciting news! Our new paper is out in PLOS Biology:
โ€œA large-scale study across the avian clade identifies ecological drivers of neophobia.โ€
Led by the #ManyBirds Project - 129 researchers, 82 institutions, 24 countries ๐ŸŒ
๐Ÿ”— journals.plos.org/plosbiology/...
@themanybirds.bsky.social

14.10.2025 18:44 โ€” ๐Ÿ‘ 61    ๐Ÿ” 38    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 11
infant data from experiment 1

infant data from experiment 1

conceptual schema for different habituation models

conceptual schema for different habituation models

title page

title page

results from experiment 2 with adults

results from experiment 2 with adults

Ever wonder how habituation works? Here's our attempt to understand:

A stimulus-computable rational model of visual habituation in infants and adults doi.org/10.7554/eLif...

This is the thesis of two wonderful students: @anjiecao.bsky.social @galraz.bsky.social, w/ @rebeccasaxe.bsky.social

29.09.2025 23:38 โ€” ๐Ÿ‘ 75    ๐Ÿ” 28    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 2

Seems like a particularly cruel change to make without warning given the stress that reviewers often put on applicants' publication record. Presumably many strong students waited based on this apparent criterion, not because they didn't already have great ideas to propose.

26.09.2025 17:48 โ€” ๐Ÿ‘ 15    ๐Ÿ” 3    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Planning to be incremental: Scene descriptions reveal meaningful clustering in language production How do speakers plan complex descriptions and then execute those plans? In this work, we attempt to answer this question by asking subjects to describโ€ฆ

New paper: We argue that linearization in language production is a foraging process, with speakers navigating semantic and spatial clusters. Lead author: Karina Tachihara, former UC Davis postdoc, now faculty at UIUC!

www.sciencedirect.com/science/arti...

22.09.2025 22:44 โ€” ๐Ÿ‘ 67    ๐Ÿ” 14    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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Research Coordinator, Minds, Experiences, and Language Lab in Graduate School of Education, Stanford, California, United States The Stanford Graduate School of Education (GSE) seeks a full-time Research Coordinator (acting lab manager) to help launch and coordinate the Minds,.....

Iโ€™m hiring!! ๐ŸŽ‰ Looking for a full-time Lab Manager to help launch the Minds, Experiences, and Language Lab at Stanford. Weโ€™ll use all-day language recording, eye tracking, & neuroimaging to study how kids & families navigate unequal structural constraints. Please share:
phxc1b.rfer.us/STANFORDWcqUYo

15.09.2025 18:57 โ€” ๐Ÿ‘ 73    ๐Ÿ” 48    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
Abstract of the paper.

Abstract of the paper.

Title page of the paper.

Title page of the paper.

The Item Response Warehouse is a new data resource for psychometricians interested in developing methods using bigger and more diverse sets of instruments: itemresponsewarehouse.org

New paper out now at BRM: doi.org/10.3758/s134...

08.09.2025 03:28 โ€” ๐Ÿ‘ 53    ๐Ÿ” 13    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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New Open dataset alert:
๐Ÿง  Introducing "Spacetop" โ€“ a massive multimodal fMRI dataset that bridges naturalistic and experimental neuroscience!

N = 101 x 6 hours each = 606 functional iso-hours combining movies, pain, faces, theory-of-mind and other cognitive tasks!

๐Ÿงตbelow

04.09.2025 19:21 โ€” ๐Ÿ‘ 115    ๐Ÿ” 58    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 3
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Preschoolers Selectively Attend to Speech That They Can Learn More From We introduce a novel method to test a classic idea in developmental science that children's attention to a stimulus is driven by how much they can learn from it. Preschoolers (4โ€“6 years, M=4.6${\it M...

Preschoolers Selectively Attend to Speech That They Can Learn More From by โ€ช@ruthefoushee.bsky.socialโ€ฌ and colleagues
onlinelibrary.wiley.com/doi/10.1111/...

20.08.2025 13:18 โ€” ๐Ÿ‘ 51    ๐Ÿ” 16    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 3
Creating and validating standardized R project structures that are psych-DS compliant-ish Making psychological code and data FAIR is hard, in part because different projects organize their code and data very differently. Sometimes this is for good reasons, such as due to the demands of a g...

I wrote an R package that creates standardized R project structures that are compliant with @mekline.bsky.social's psych-DS...ish.

It also creates additional features for reproducibility and teaching like a readme, license, .gitignore and Quarto templates

+ can validate existing projects

15.08.2025 18:00 โ€” ๐Ÿ‘ 64    ๐Ÿ” 26    ๐Ÿ’ฌ 7    ๐Ÿ“Œ 3
APA PsycNet

My final project from grad school is out now in Dev Psych! Mombasa County preschoolers were more accurate on object-based than picture-based vocabulary assessments, whereas Bay Area preschoolers were equally accurate on object-based and picture-based assessments.

psycnet.apa.org/doiLanding?d...

06.08.2025 23:54 โ€” ๐Ÿ‘ 10    ๐Ÿ” 2    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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<em>Child Development</em> | SRCD Journal | Wiley Online Library Cognitive development is associated with how predictable caregivers are, but the mechanisms driving this are unclear. One possibility is caregiver predictability initially shapes how infants gather i...

Happy to share "The Dynamics of Caregiver Unpredictability Shape Moment-to-Moment Infant Looking During Dyadic Interaction," out now in Child Development thanks to a large team of people I worked on this with! srcd.onlinelibrary.wiley.com/doi/pdfdirec...

06.08.2025 15:08 โ€” ๐Ÿ‘ 27    ๐Ÿ” 10    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1

Job announcement ๐Ÿ“ข

@shawnrhoadsphd.bsky.social and I are looking for a joint postdoc interested in computational models of social interaction!

Interested? If youโ€™ll be at #rlc2025 (or I missed you at #cogsci2025) feel free to reach out with any questions!

apply.interfolio.com/165809

04.08.2025 17:35 โ€” ๐Ÿ‘ 25    ๐Ÿ” 17    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Sketchnote of Nora Newcombe's Rumelhart Prize Talk, posing three questions and case studies for cognitive science: (1) innateness (with the geometric module as a case study), (2) representations (featuring cognitive maps vs. graphs), and (3) embodiment (featuring mental rotation)

Sketchnote of Nora Newcombe's Rumelhart Prize Talk, posing three questions and case studies for cognitive science: (1) innateness (with the geometric module as a case study), (2) representations (featuring cognitive maps vs. graphs), and (3) embodiment (featuring mental rotation)

Notes from @noranewcombe.bsky.social 's beautiful Rumelhart Prize "tasting menu" - congratulations Nora!!! #CogSci2025

01.08.2025 00:16 โ€” ๐Ÿ‘ 139    ๐Ÿ” 25    ๐Ÿ’ฌ 6    ๐Ÿ“Œ 0
doug medin finding out he is the rumelhart prize winner

doug medin finding out he is the rumelhart prize winner

Congrats to Doug Medin on becoming the next Rumelhart prize winner! ๐Ÿ† My โ€œacademic grandpaโ€ through multiple pathways! #cogsci2025

01.08.2025 04:19 โ€” ๐Ÿ‘ 41    ๐Ÿ” 7    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
On Wednesday:
Adena Schachner, talk: "Intuitive Archeology: Social reasoning from the physical worldโ€, W ~10 am, Fourth Level (Pacific) Room A.
Chaolan Lin & Adena Schachner, poster: "How children explore and detect augmented reality filters", W 10-11 am, Fourth level (Pacific) Room E.
On Thursday:
Amy Nguyแป…n, Rodney Tompkins & Adena Schachner, poster, "When walls talk: People make social inferences from townsโ€™ protective features", Th 1:00-2:15, P1-T-194
On Saturday:
Chaolan Lin & Adena Schachner, poster, "Perceived musicality in an android increases positive social attributions", Sat 1:00-2:15, P3-L-113
Shirley Liu, Craig McKenzie & Adena Schachner, poster, "When Default Options Explain Away Preferences: A Causal Reasoning Account of Mental State Reasoning from Default Options ", Sat 1:00-2:15, P3-L-11

On Wednesday: Adena Schachner, talk: "Intuitive Archeology: Social reasoning from the physical worldโ€, W ~10 am, Fourth Level (Pacific) Room A. Chaolan Lin & Adena Schachner, poster: "How children explore and detect augmented reality filters", W 10-11 am, Fourth level (Pacific) Room E. On Thursday: Amy Nguyแป…n, Rodney Tompkins & Adena Schachner, poster, "When walls talk: People make social inferences from townsโ€™ protective features", Th 1:00-2:15, P1-T-194 On Saturday: Chaolan Lin & Adena Schachner, poster, "Perceived musicality in an android increases positive social attributions", Sat 1:00-2:15, P3-L-113 Shirley Liu, Craig McKenzie & Adena Schachner, poster, "When Default Options Explain Away Preferences: A Causal Reasoning Account of Mental State Reasoning from Default Options ", Sat 1:00-2:15, P3-L-11

I and my lab are happy to be at #cogsci2025! Here's a shortcut to find work from the fabulous folks in my lab (and me) ๐Ÿ˜„

30.07.2025 01:13 โ€” ๐Ÿ‘ 21    ๐Ÿ” 5    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
A white and gray dog touches a yellow dot hanging on the wall with his nose. Text says ManyDogs 2 - Join the Team!

A white and gray dog touches a yellow dot hanging on the wall with his nose. Text says ManyDogs 2 - Join the Team!

๐Ÿšจ Calling all dog behavior & cognition researchers - ManyDogs Project is launching ManyDogs 2!

๐Ÿ”๐Ÿ•โ€๐ŸฆบWe're studying overimitation: Do dogs copy irrelevant actions just b/c their favorite human does them?

Email manydogsproject2@gmail.com to collaborate globally and contribute to reproducible science!

22.07.2025 02:19 โ€” ๐Ÿ‘ 58    ๐Ÿ” 41    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 6

๐Ÿ“ฃ I'm looking for a postdoc to join my lab at NYU! Come work with me on a principled, theory-driven approach to studying language, learning, and reasoning, in humans and AI agents.
Apply here: apply.interfolio.com/170656
And come chat with me at #CogSci2025 if interested!

21.07.2025 22:28 โ€” ๐Ÿ‘ 45    ๐Ÿ” 19    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
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Fast and robust visual object recognition in young children The visual recognition abilities of preschool children rival those of state-of-the-art artificial intelligence models.

My paper with @stellalourenco.bsky.social โ€ฌis now out in Science Advances!

We found that children have robust object recognition abilities that surpass many ANNs. Models only outperformed kids when their training far exceeded what a child could experience in their lifetime

doi.org/10.1126/scia...

02.07.2025 19:38 โ€” ๐Ÿ‘ 107    ๐Ÿ” 36    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 2
OSF

Ah I wish but unfortunately no (tho check out some fun work by @tarunsepuri.bsky.social & @brialong.bsky.social that will be presented there: osf.io/preprints/ps...). Hopefully next time!

05.07.2025 20:34 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Helpless infants are learning a foundation model Humans have a protracted postnatal helplessness period, typically attributed to human-specific maternal constraints causing an early birth when the brโ€ฆ

And the original article is here: www.sciencedirect.com/science/arti...

05.07.2025 01:49 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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โ€˜Helplessโ€™ infants are active, goal-directed agents: response to Cusack et al. Why are humans born โ€˜helplessโ€™? In their recent article in TiCS [1], Cusack et al. propose an explanation for the limited behavioral repertoires of human infants compared with those of other animals. ...

Corrected link ; ) www.cell.com/trends/cogni...

05.07.2025 01:46 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Enjoyed this interesting discussion with Rhodri Cusack & co-author team about their foundation model perspective on infant development! Both the letter by @marielgoddu.bsky.social, Ruthe, and I (www.cell.com/trends/cogni... and a thoughtful response from the original authors are now officially out.

05.07.2025 01:37 โ€” ๐Ÿ‘ 11    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1

Thanks for the thought-provoking conversation, Rhodri & team! I like the way you highlighted how surprisingly complex behaviors/ knowledge can emerge from seemingly "simple" statistical learning mechanisms - I think we're on the same page there. Looking forward to future chances to discuss further!

05.07.2025 01:27 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Experimentology cover: title and curves for distributions.

Experimentology cover: title and curves for distributions.

Experimentology is out today!!! A group of us wrote a free online textbook for experimental methods, available at experimentology.io - the idea was to integrate open science into all aspects of the experimental workflow from planning to design, analysis, and writing.

01.07.2025 18:25 โ€” ๐Ÿ‘ 532    ๐Ÿ” 227    ๐Ÿ’ฌ 9    ๐Ÿ“Œ 15
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Disagreement drives metacognitive development Metacognition improves significantly over childhood, but the mechanisms underlying this development are poorly understood. We first review recent reseโ€ฆ

Check out our new TICS paper on disagreement and metacognition! We argue that disagreement drives metacognitive development by expanding children's consideration sets.
With Antonia Langenhoff, Bill Thompson @wdt.bsky.social and Mahesh Srinivasan
www.sciencedirect.com/science/arti...

19.06.2025 10:12 โ€” ๐Ÿ‘ 19    ๐Ÿ” 15    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

It's been a ton of fun to work with @mcxfrank.bsky.social and @asifamajid.bsky.social on this. I'm so lucky to get to support projects like this (and @manybabies.org and @btscon.bsky.social and ...)!

26.06.2025 21:05 โ€” ๐Ÿ‘ 17    ๐Ÿ” 6    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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New paper out now asks:
Why do we bother remembering *how* we learned something?
With @antoniafl.bsky.social, Dilara KeลŸลŸafoฤŸlu, Winuss Mohtezebsade, @celestekidd.bsky.social, Aylin Kรผntay, @janengelmann.bsky.social, and Bahar Kรถymen
dx.doi.org/10.1037/dev0...

19.06.2025 16:54 โ€” ๐Ÿ‘ 21    ๐Ÿ” 7    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0

@mzettersten is following 20 prominent accounts