Sign in

Sho Akamine

@shoakamine.bsky.social
480 followers 490 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🇳🇱

PostsRepliesMedia
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
0137
Sho Akamine @shoakamine.bsky.social · 01/09/2026
Thank you! Im very honored to have you at the defense :)
110
Reposted by Sho Akamine
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?
2102
Reposted by Sho Akamine
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...
233
Reposted by Sho Akamine
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.
0144
Reposted by Sho Akamine
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…
252358934
Sho Akamine @shoakamine.bsky.social · 12/06/2026
Congrats :)
100
Sho Akamine @shoakamine.bsky.social · 12/06/2026
Maybe you have already try this, but perhaps you can select the annotation in the grid and delete it? This worked for me in the past, but I don’t remember if it was zero duration or just very short.
220
Reposted by Sho Akamine
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...
1124
Reposted by Sho Akamine
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.
1278
Reposted by Sho Akamine
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!!!
1154
Reposted by Sho Akamine
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...
2197
Sho Akamine @shoakamine.bsky.social · 06/05/2026
Extremely clear and useful!! Thank you😊
010
Reposted by Sho Akamine
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.
5288
Reposted by Sho Akamine
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 👇
166
Sho Akamine @shoakamine.bsky.social · 02/05/2026
Thank you so much! I’ll try it out with brm objects :)
020
Sho Akamine @shoakamine.bsky.social · 02/05/2026
I’ve recently read this preprint and I liked it :)
020
Reposted by Sho Akamine
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...
11366131
Sho Akamine @shoakamine.bsky.social · 02/05/2026
Thank you!
110
Sho Akamine @shoakamine.bsky.social · 02/05/2026
I really enjoyed reading this!! Through reading it, I started wondering if it's possible to compute the evidence ratio or the Bayes Factor for average treatment effects, so that people who prefer to rely on those for hypothesis testing (instead of 95% CI) can still follow your amazing approach?
210
Reposted by Sho Akamine
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.
044
Reposted by Sho Akamine
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 👏👏👏
071
Reposted by Sho Akamine
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.
0104
Reposted by Sho Akamine
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 👐👐🙌🙌
052
Reposted by Sho Akamine
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 👇🏼👇🏼
141
Sho Akamine @shoakamine.bsky.social · 11/04/2026
Huge thanks to my supervisors @asliozyurek.bsky.social and @dingemansemark.bsky.social for their support😊
020
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)
1123
Sho Akamine @shoakamine.bsky.social · 08/04/2026
Looks very useful!! Thank you for your contribution!!
010
Reposted by Sho Akamine
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
55821
Reposted by Sho Akamine
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/
16820
Reposted by Sho Akamine
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
062
Sho Akamine @shoakamine.bsky.social · 04/03/2026
Congratulations!!!
010
Reposted by Sho Akamine
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.
0163
Reposted by Sho Akamine
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.
294
Reposted by Sho Akamine
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
11619
Reposted by Sho Akamine
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...
1125
Reposted by Sho Akamine
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...
2115
Reposted by Sho Akamine
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
0299
Reposted by Sho Akamine
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
032
Sho Akamine @shoakamine.bsky.social · 22/01/2026
I confirm this is not Japanese!
120
Reposted by Sho Akamine
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 🤩
1141
Reposted by Sho Akamine
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』
1169
Reposted by Sho Akamine
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...
031
Reposted by Sho Akamine
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
1217
Reposted by Sho Akamine
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...
0156
Reposted by Sho Akamine
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
21811
Sho Akamine @shoakamine.bsky.social · 18/09/2025
Some of the popular chain restaurant recommendations: Sushiro, Kurasushi, Tsurutontan (udon noodles), Ohtoya (Japanese), Yayoi Ken (Japanese), Gyoza no Ohsho (Chinese), Coco curry. Hope you enjoy Japan!!
110
Reposted by Sho Akamine
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.
0195
Sho Akamine @shoakamine.bsky.social · 17/08/2025
You are right. That's why I'm trying to develop a good understanding so that I can make my judgments! And your summer school really helped me understand stats better :)
000
Sho Akamine @shoakamine.bsky.social · 17/08/2025
I think it’d be a great addition! Especially because I saw recommendations against using BF due to its sensitivity to priors, so instead using CI or HDI for NHST. That’s why I got confused when I read the statement in your book. I’ll read more papers/books and try to get a full understanding on this
100