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Sho Akamine

@shoakamine.bsky.social
481 followers 489 following 46 posts

Ph.D candidate @mpi-nl.bsky.social studying multimodal alignment in social interaction. Interested in #mulitmodality, #interaction, #kinematics, #stats, #causal_inference. Okinawa🇯🇵 → Nijmegen🇳🇱

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Reposted by Sho Akamine
wimpouw @wimpouw.bsky.social · 21/09/2026
Here we go! We can finally share what Sharjeel Shaikh @sharjeelshaikh has been leading the work on with us! Consider participating in our detection challenge
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Riccardo Fusaroli @fusaroli.eurosky.social · 01/09/2026
Really cool thesis by @shoakamine.bsky.social justice came in with the mail. Conversational alignment, critical appraisal of manual/automated annotations, causal inference, what’s not to like?
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Riccardo Fusaroli @fusaroli.eurosky.social · 20/08/2026
My good colleagues at CHOP and Emerson are hiring for a project on investigating facial expressions and other non-verbal behavior that can predict conversational success and satisfaction among autistic and non-autistic adolescents. - CHOP postdoc: careers.chop.edu/us/en/job/10... 1/
careers.chop.edu
Research Postdoctoral Fellow - Center for Autism Research in Philadelphia, Pennsylvania, United States of America | Fellows, Students & Interns at Children’s Hospital of Philadelphia
Apply for Research Postdoctoral Fellow - Center for Autism Research job with Children’s Hospital of Philadelphia in Philadelphia, Pennsylvania, United States of America. Fellows, Students & Interns at...
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Max Planck Institute for Psycholinguistics @mpi-nl.bsky.social · 04/08/2026
Visuospatial experience shapes the form of gestures: Blind speakers gesture with more precise spatial tracking of motion than sighted speakers. New paper by @ezgimamus.bsky.social , Mounika Kanakanti, @shoakamine.bsky.social, @asliozyurek.bsky.social. doi.org/10.3758/s134....
doi.org
Visuospatial experience shapes the form of gestures: Blind speakers gesture with more precise spatial tracking of motion than sighted speakers - Psychonomic Bulletin & Review
Co-speech gestures emerge from the interaction between visuospatial experience and speech formulation, but what happens when visual experience is absent from birth? Blind individuals gesture in ways consistent with their native language, albeit they gesture less frequently. However, nothing is known about whether their gesture form differs from that of sighted individuals. Using computer vision technologies, this study examines whether gesture kinematics are shaped by visuospatial experience. In an auditory motion-description task, we analyzed spontaneous path-only gestures – depicting motion trajectories – produced by 20 congenitally blind, 21 blindfolded, and 21 sighted Turkish speakers. We assessed the gestures’ alignment with actual motion paths, along with duration and size. Blind participants produced gestures that were more precisely aligned with the motion trajectories, as well as larger and longer. These findings show that altered spatial cognition in blindness enhances gesture precision. The study underscores the role of sensorimotor experience in shaping gesture form.
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Oisín McGann @oisinmcgann.bsky.social · 15/07/2026
I don’t know why this post doesn’t give his name, but it’s Jo Nagai. This is a true story. medium.com/@zehraanjum2...
medium.com
How a 10-Year-Old Boy’s Butterfly Experiment Silently Rewrote What We Know About Memory
In the world of science, breakthroughs often come from state-of-the-art labs with million-dollar equipment. But sometimes, they begin in a…
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Riccardo Fusaroli @fusaroli.eurosky.social · 18/05/2026
check @yngwienielsen.bsky.social 's new (ironic!) piece on conversational alignment: futuresoflanguage.org/posts/librar... "That should capture everything" 😅.
futuresoflanguage.org
On the Definitive Definition of Conversational Alignment
While some have touted that disagreement fuels the engine of scientific progress, researchers of conversational alignment have always known that having a mutual understanding of words and phrases is n...
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Caroline Rowland @carorowland.bsky.social · 14/05/2026
In our latest paper on how multimodal interaction supports language acquisition, Zhang, Dong et al use head mounted eyetracking technology to demonstrate (!) the role of demonstratives (this/that) in helping children identify the correct referent in a complex visual scene osf.io/preprints/ps...
Right: a child and a woman playing with toys on the floor. Both are wearing head mounted eyetrackers.  Left upper corner - the mum's view - she can see part of her hand holding a car.  Left bottom corner - the hcild's view - child can see the car, large in the visual field.
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Dota Tianai Dong @dotadotadota.bsky.social · 14/05/2026
What is the function of function words ⁉️Using head-mounted eye-tracking and machine learning, we show how tiny words like THIS and THAT actively power word learning 👶🤖. Check our preprint, we’d love to hear your feedback!!!
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Susanne Fuchs @susfuchs.bsky.social · 07/05/2026
If you are interested in carrying out a #multimodal experiments with more or less expertise - check this out (authors of the SPP #ViCom) “Data Collection in Multimodal Language and Communication Research: A Flexible Decision Framework” is now published and is available at doi.org/10.1177/2515...
doi.org
Data Collection in Multimodal Language and Communication Research: A Flexible Decision Framework - Anastasia Bauer, Patrick C. Trettenbrein, Federica Amici, Aleksandra Ćwiek, Lisa-Marie Krause, Anna K...
Contemporary research on language and communication has expanded beyond its traditional focus on spoken and written forms to encompass signing, gestures, facial...
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Josef Fruehwald @jofrhwld.bsky.social · 06/05/2026
LingMethodsHub has been in need of some devops TLC for a while, and I finally got around to it! To make sure things are working as intended, I've put together this tutorial on using @vincentab.bsky.social's {marginaleffects} package!
lingmethodshub.github.io
Using {marginaleffects} to understand statistical models – LingMethodsHub
This is a tutorial about how to use the {marginaleffects} package to extract and plot predictions of interest from a statistical model.
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Greg Woodin @gregwoodin.bsky.social · 05/05/2026
My current position will be coming to a close at the end of 2026, so I’m beginning to explore next steps. I’m a postdoctoral researcher at UCL working at the intersection of language, cognition, and multimodal communication. 1/4 👇
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Julia M. Rohrer @dingdingpeng.the100.ci · 22/04/2026
Good news everyone 🥳 Our (w @vincentab.bsky.social) primer on models as prediction machines (with the marginaleffects package) is finally officially published!> journals.sagepub.com/doi/10.1177/...
journals.sagepub.com
Models as Prediction Machines: How to Convert Confusing Coefficients Into Clear Quantities - Julia M. Rohrer, Vincent Arel-Bundock, 2026
Psychological researchers usually make sense of regression models by interpreting coefficient estimates directly. This works well enough for simple linear model...
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Mark Dingemanse @markdingemanse.net · 20/04/2026
A proofed version of our commentary is now available here pure.mpg.de/rest/items/i... Also, the authors have posted their response to the full set of 25 commentaries bsky.app/profile/kmah...
For robust research, center values, not technology
Mark Dingemanse* and Christine Cuskley
*Corresponding author.
doi:10.1017/S0140525X26104816
Large language models are interesting, but linguistics and cognitive science should be cautious about centering any new technology as a magic bullet. Doing so reinforces the historically “narrow focus” of linguistics identified in the target article, rather than expanding our understanding of human language. We argue that centering values instead of technology is the best way to future-proof scholarly work and to keep finding out new things about language.
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Prof. Dr. Asli Ozyurek @asliozyurek.bsky.social · 17/04/2026
Very happy to see this publication out by our great student @shoakamine.bsky.social . This will advance the way we measure whether two mimicing behavior is same or not applied Kinematic measures applied to gesture and validated by hand coding and big data 👏👏👏
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Max Planck Institute for Psycholinguistics @mpi-nl.bsky.social · 17/04/2026
Validating dynamic time warping as a measure of gesture form similarity. New paper by @shoakamine.bsky.social , @dingemansemark.bsky.social & @asliozyurek.bsky.social doi.org/10.3758/s13428-026-02975-5
doi.org
Validating dynamic time warping as a measure of gesture form similarity - Behavior Research Methods
Dynamic time warping (DTW) is a well-known algorithm used to assess the similarity between signals of varying lengths. Initially developed for automatic speech recognition, DTW has found applications in psycholinguistics, particularly in analyzing gesture form similarity. An open question in this domain is how effectively DTW captures gesture form similarity. Here, we validate DTW against human annotations of gesture form similarity across two multimodal interaction corpora and explore its utility as an automatic, continuous measure of gesture form similarity. Our findings reveal weak to moderate correlations between DTW distance and the number of similar gesture features – such as handshape, movement, orientation, and position – suggesting that DTW serves as a useful proxy for gesture form similarity. Additionally, we highlight the importance of qualitative analysis of raw data and DTW predictions in enhancing DTW’s predictive accuracy. Our study offers a rigorous validation of DTW as a measure of gesture form similarity and presents a detailed framework for preprocessing motion tracking data and calculating DTW distance. While none of the methods is perfect, the combination of automatic and manual measures provides a comprehensive approach to understanding and measuring gesture form similarity.
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Prof. Dr. Asli Ozyurek @asliozyurek.bsky.social · 11/04/2026
Link to the paper how one can quantify if two communicative movements are similar or not 👐👐🙌🙌
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Prof. Dr. Asli Ozyurek @asliozyurek.bsky.social · 11/04/2026
📣Congratulations @shoakamine.bsky.social for the great work #BBM!! Quantifying&coming up with objective measures (grounded with human coding) on how we repeat each others communicative movements (visual alignment) is very difficult !! Sho used DTW to do this AND validated with human coding 👇🏼👇🏼
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Sho Akamine @shoakamine.bsky.social · 11/04/2026
💡New publication💡 In our new paper in Behavior Research Methods, we validated and demonstrated the utility of dynamic time warping (DTW) as an efficient, continuous measure of gesture form similarity. Read the full (open access!) paper here: 🔗 link.springer.com/article/10.3...
DTW correctly predicted the left gesture pair to be similar (lower distance) and the right pair to be dissimilar (higher distance)
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Calle Börstell @cborstell.bsky.social · 07/04/2026
📦 My first #RStats package on CRAN: {readelan} A package dedicated to reading all files associated with ELAN: eaf, etf, ecv. Reads annotations, metadata, controlled vocabularies. Relevant for many in #linguistics perhaps? More info here: borstell.github.io/misc/readelan/
A hex sticker with lavender borders and the word(s) "readelan" in red, next to light red annotation cells
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Riccardo Fusaroli @fusaroli.eurosky.social · 18/03/2026
People re-use each other's words, syntax and semantics in conversation, arguably to facilitate common ground. In a new Proceedings of the Royal Society B we assess whether this tendency can be used an individually reliable trait (e.g. to correlate it to something else): doi.org/10.1098/rspb... 1/
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Ambra Ferrari @ambrafer.bsky.social · 04/03/2026
📌 Curious to know more? Visit my website 👉 lnkd.in/d59v_TpH 📌 Looking for a PhD opportunity? The Spring admissions round at SISSA is now open and I’d be delighted to hear from prospective candidates (deadline: March 20, 1pm CET) 👉 lnkd.in/dvf6RuQd
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Judith Holler @judithholler.bsky.social · 03/03/2026
Our new review paper (w/Anna Kuhlen) is out emphasising the cognitive complexities involved in everyday face-to-face conversation and a call for scaling up traditional psycholinguistic paradigms to better capture these complexities, esp multimodality, addressee responses and multiparty interactions.
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Ezgi Mamus, PhD @ezgimamus.bsky.social · 02/03/2026
Excited to co-teach Multimodal Minds this June with @anitaslonimska.bsky.social! See below for more information. www.ru.nl/en/education...
ru.nl
Multimodal Minds: Language, Gesture & Sign for Human and Non-Human Interaction | Radboud University
In this summer course, you'll explore how speech, gesture, and sign languages shape meaning and cognition in interaction.
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Prof. Dr. Asli Ozyurek @asliozyurek.bsky.social · 26/02/2026
📣📣📣Job alert Multimodal Language Department Max Planck Institute for Psycholinguistics MAX PLANCK RESEARCH GROUP LEADER POSITION (W2 BBESG) lnkd.in/eaq5MW9a
lnkd.in
LinkedIn
This link will take you to a page that’s not on LinkedIn
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Max Planck Institute for Psycholinguistics @mpi-nl.bsky.social · 27/02/2026
Psycholinguistic perspectives on face-to-face conversation. New paper by @judithholler.bsky.social & Anna K. Kuhlen doi.org/10.1038/s44159-026-00538-1 rdcu.be/e4rlV
rdcu.be
Psycholinguistic perspectives on face-to-face conversation
Nature Reviews Psychology - Language production and comprehension are often studied as separate processes, but they are intertwined in naturalistic conversation. In this Review, Holler and Kuhlen...
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Anita Slonimska @anitaslonimska.bsky.social · 25/02/2026
New open-access paper with @asliozyurek.bsky.social & Emanuela Campisi We extend relevance theory to a multimodal view of language, demonstrating that speakers explicitly highlight iconic gestures as communicatively relevant in knowledge transmission context 🔗 www.tandfonline.com/doi/full/10....
tandfonline.com
Adults mark the communicative relevance of their gestures more for children than for other adults
According to relevance theory, communication relies on speakers’ ability to signal relevant information, which addressees use to infer meaning efficiently. Most research within the relevance theore...
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Mike Frank @mcxfrank.bsky.social · 12/02/2026
I always thought preschoolers were too egocentric to do well on communication tasks where they had to talk about novel referents. Old papers reported they'd say stuff like "this one looks like my uncle's hat." @vboyce.bsky.social shows that this is wrong! osf.io/preprints/ps...
Abstract of the paperFigure 1 - experimental setupFigure 2 - accuracy over timeFigure 3 - semantic similarity within/across games
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Anita Slonimska @anitaslonimska.bsky.social · 04/02/2026
You can read the full chapter here: Iconicity in simultaneous constructions in sign languages | Max Planck Institute share.google/rzwFU9EpdXJb...
share.google
Iconicity in simultaneous constructions in sign languages | Max Planck Institute
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Giulio Severijnen @giulioseverijnen.bsky.social · 21/01/2026
I'm honored to have been awarded an NWO Rubicon grant! ⭐ Later this year, I will be joining the Spoken Language group at the @bcbl.bsky.social. Looking forward to more research on the cognitive mechanisms involved in perceptual learning, with @effiekapnoula.bsky.social and Arthur Samuel 🤩
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やのまさ(心理言語学) @masayano.bsky.social · 11/01/2026
📢 心理言語学(文処理)の概説書が出ました! 心理言語学は大学の言語学の講義であまり扱われることがないので学ぶ機会が少ないと思うのですが、この本を読めば、「ひとが言葉を理解・産出する仕組み」に関する古典的な知見から最新の研究(予測処理、自然言語処理の技術を用いた計算モデリング的研究など)まで理解できるようになっています。第1章で、研究するときに身につけておきたい基本的な考え・研究のコツも紹介しているので学部生・院生のかたもぜひ。 本書が少しでも心理言語学に関心のある多くのひとに読まれ、今後、言語学内外の様々な分野との交流の契機になればとても嬉しく思います🍀
矢野雅貴(編)・伊藤愛音・大石衡聴・大関洋平・小野創・小泉政利・峰見一輝・門馬将太(著)『ひとが言葉を理解・産出する仕組みー心理言語学 入門』
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MEDAL @medallinguist.bsky.social · 19/12/2025
ECRs in the Spotlight: @shoakamine.bsky.social from @mpi-nl.bsky.social Sho's PhD is all about #multimodality in online video-mediated communication (such as #Zoom) 📹 Read the interview 👇 medal.ut.ee/news/ecrs-in...
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wimpouw @wimpouw.bsky.social · 26/11/2025
Team science (all shared authorship), pre-registered, diamond open access paper now accepted at Open Mind: "Foreign Language Learners Show a Kinematic Accent in Their Co-speech Hand Movements". with Bosker, Marieke Hoetjes, Doenja Hustin, Lieke van Maastricht www.wimpouw.com/files/POSTPR...
A busy figure showing some time series and timing distributions movement versus speech
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Riccardo Fusaroli @fusaroli.eurosky.social · 24/11/2025
for all of you using the ALIGN library (to measure lexical, syntactic and semantic alignment in conversations), Nick Duran has put together a great refactoring: ALIGN 2.0 (github.com/nickduran/al...), now integrated with Spacy and Bert
github.com
GitHub - nickduran/align2-linguistic-alignment: ALIGN 2.0: Modern Python package for multi-level linguistic alignment analysis. Faster, streamlined, and feature-rich while maintaining full compatibili...
ALIGN 2.0: Modern Python package for multi-level linguistic alignment analysis. Faster, streamlined, and feature-rich while maintaining full compatibility with the original ALIGN methodology (Duran...
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wimpouw @wimpouw.bsky.social · 02/10/2025
www.envisionbox.org has been shortlisted for the Leo Waaijers Open Science price: ukb.nl/en/news/shor... @babajideowoyele.bsky.social @jamestrujillo.bsky.social @sarkadava.bsky.social @DavideAhmar @acwiek.bsky.social Amazing Markus Küpper made an animated video: www.youtube.com/watch?v=HduI...
youtube.com
EnvisionBOX overview2025
YouTube video by Wim Pouw
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Donders Institute @dondersinst.bsky.social · 04/09/2025
👀 👂 How does the brain merge what we hear & see? @lindadrijvers.bsky.social got an ERC Starting Grant (≈ €1.5M) for HANDWAVE, studying how we integrate audiovisual signals. Vital for understanding language disorders & improving diagnostics.👇 www.ru.nl/en/research/...
ru.nl
ERC Starting Grants for research into language, money circulation and medieval songs | Radboud University
Three researchers at Radboud University will receive a Starting Grant from the European Research Council (ERC). They will receive a grant of rougly 1.5 million euros.
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Shravan Vasishth @shravanvasishth.bsky.social · 14/08/2025
The physical book copies have arrived: www.routledge.com/Introduction...
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Sho Akamine @shoakamine.bsky.social · 13/08/2025
Please help me learn! I see people using CI for hypothesis testing (whether 95% CIs for slope cover 0), but Nicenboim, Schad &Vasishth say in their fantastic book that "just by looking at the [CIs], we cannot make inferences about whether a null hypothesis can be rejected". Why is this the case?
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Jamie Reilly 🦜 @reilly-coglab.com · 22/07/2025
Our conversation analysis software is now on CRAN! Reach out with any questions. We hope it’s useful for all you language and social interaction folks out there.
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Caroline Rowland @carorowland.bsky.social · 27/06/2025
Children are incredible language learning machines. But how do they do it? Our latest paper, just published in TICS, synthesizes decades of evidence to propose four components that must be built into any theory of how children learn language. 1/ www.cell.com/trends/cogni... @mpi-nl.bsky.social
cell.com
Constructing language: a framework for explaining acquisition
Explaining how children build a language system is a central goal of research in language acquisition, with broad implications for language evolution, adult language processing, and artificial intelli...
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Julia M. Rohrer @dingdingpeng.the100.ci · 16/07/2025
At this point, I might as well -- Here's an infographic showing different ways to include age as a predictor. The top shows two extremes, just as a plain old numerical predictor (imposes linear trajectory) vs. categorical predictor (imposes nothing whatsoever). And then three solutions in between!
Infographic illustrating different ways to model age.
First panel shows two "extreme" cases; including age as a linear numerical predictor (df = 1) or including age as a categorical predictor (df = number of years of age minus 1).
Second panel shows an intermediate solution in which age is categorized into broader bins (df = number of categories minus 1, here 5 - 1 = 4).
Third panel shows an intermediate solution in which age is included with a polynomial (df = degrees of freedom of the polynomial, here 4).
Fourth panel shows an intermediate solution in which age is modeled with the help of splines (df = degrees of freedom of the splines, here 4).
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Mark Dingemanse @markdingemanse.net · 11/07/2025
Sho presents his work validating dynamic time warping to a rapt #ISGS2025 audience. Lots of engagement afterwards #ProudSupervisor
Sho Akamine presenting on dynamic time warping on a large stage at ISGS 2025 in NijmegenSho answering questions
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Sho Akamine @shoakamine.bsky.social · 11/07/2025
Are you at #ISGS2025 today? Come see my talk in the kinematics session! I'll present my PhD work validating dynamic time warping (DTW) as a measure of gesture form similarity with manual ratings. We show that DTW can be an efficient, useful proxy for gesture form similarity!
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Martina Mellana @martinamellana.bsky.social · 09/07/2025
Excited to present at ISGS25 this Thursday morning in Nijmegen! Together with @shariceclough.bsky.social , we’ll be sharing our work on the role of gesture in narrative recall across Alzheimer’s, MCI, and healthy aging. Looking forward to great discussions! 💪🏻🧠🗣️ #ISGS25
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Julia M. Rohrer @dingdingpeng.the100.ci · 08/07/2025
Let's say you want to include age as a predictor in your model. How do you do that? Here's an illustration of three options -- it's for a paper I'm working on (so if you feel like anything could be tweaked...).
Plot that depicts the average importance people in my data assign to their friendships (y-axis, on a scale from 1 to 5, depicted with 95% confidence intervals) by their age (x-axis, from 18 to 60).

Depicted are 3 different ways to model importance of friends as a function of age.
Using age as a linear predictor: this imposes a linear trajectory which comes with very tight confidence intervals (i.e., uncertainty is low).
Using age as a categorical predictor: this imposes no trajectory whatsoever but instead simply reproduces the means by age. The confidence intervals are very wide, in particular for those ages not well represented in the data (i.e., uncertainty is high).
Age splines: This results in a smooth trajectory that follows some of the bumps in the data, but not all of them. The confidence intervals are somewhere between the linear and the categorical case (i.e., uncertainty is medium)
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Mark Dingemanse @markdingemanse.net · 07/07/2025
We're hiring! Join us to work at the intersection of social interaction and language technology. Postdoc and PhD positions in my Futures of Language research group, based at Radboud University in Nijmegen, NL Read more: markdingemanse.net/futures/news... #linguistics #interaction #sts #emca #hci
Aerial photograph of Radboud University campus with the Erasmus tower in the foreground: tallest building in Nijmegen & home to the Futures of Language project. Source: RU
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Caroline Rowland @carorowland.bsky.social · 05/07/2025
Two nice papers now added to my primer of what to read about theory in cognitive science ... docs.google.com/document/d/1... 1/
docs.google.com
Theory: What to read
The role of theory in cognitive science Or: my guide to what to read if you really want to understand how to do good, robust , theory-driven cognitive science. (disclaimer: this is an aspirational gu...
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Mike Frank @mcxfrank.bsky.social · 01/07/2025
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.
Experimentology cover: title and curves for distributions.
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Cognitive Science Society @cogscisociety.bsky.social · 30/06/2025
📣 Calling early-career cognitive scientists in the Asia-Pacific! The CogSci Asia-Pacific Meetup Kickoff is coming: 📍 Dec 6–7, 2025 | Tokyo 🌱 Retreat-style event, community building, and cross-cultural exchange. Details: sites.google.com/view/cogsci-... #CogSci2025 #CognitiveScience
sites.google.com
`
Towards a More Inclusive and Culturally Diversified Cognitive Science Cognitive science is an interdisciplinary field that seeks to understand the nature and mechanisms of intelligence—whether biologi...
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Jonathan Peelle @jpeelle.bsky.social · 10/06/2025
Absolutely. I also did this with all the figures I created for my textbook! osf.io/geqb6/
osf.io
The Neuroscience of Language
Resources I created related to the textbook: The Neuroscience of Language (Cambridge University Press). Hosted on the Open Science Framework
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Aidan Wright @aidangcw.bsky.social · 10/06/2025
Pro tip, folks: if you make a figure for a publication, don’t just hand the copyright over to the publisher. Post it on OSF first and then give yourself permission to use it in the first publication and then all future publications. That way, no permissions issues.
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