Mike Frank
@mcxfrank.bsky.social
9.5K followers 930 following 330 posts
Cognitive scientist at Stanford. Open science advocate. Symbolic Systems Program director. Bluegrass picker, slow runner, dad. http://langcog.stanford.edu
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Reposted by Mike Frank
sashaboguraev.bsky.social
A key hypothesis in the history of linguistics is that different constructions share underlying structure. We take advantage of recent advances in mechanistic interpretability to test this hypothesis in Language Models.

New work with @kmahowald.bsky.social and @cgpotts.bsky.social!

🧵👇!
mcxfrank.bsky.social
One big question is, start with songs or start with rudiments/scales/exercises! Holistic top down or bottom up foundations.

In college teaching, we have to figure out whether we want to start with the history/foundations/principles compared with compelling examples (“songs”).
mcxfrank.bsky.social
In contrast, the worst have learning goals like “expose to X” or “show Y”… they’re a bit like pedagogical concerts but not like real teaching.
mcxfrank.bsky.social
For example, I loved a class on playing clawhammer guitar. It was an hour long and the teacher made you do the basic clawhammer motion on the guitar literally for the entire hour to solidify a complicated motor routine. All the rest was gravy because you left having put in that practice…
mcxfrank.bsky.social
The best have really clear and immediate learning goals. I liked your AC/DC example because some of the best classes I’ve taken define a learning goal that matters and take immediate steps to get you moving on it in class time.
mcxfrank.bsky.social
At various times I’ve studied mandolin, guitar, bass, cello, and voice. Right now mostly mando and voice. Bluegrass and folk music has a very robust group teaching tradition (eg in camps and festivals). Often these have very uneven pedagogy.
mcxfrank.bsky.social
I play music a lot and study with many music teachers. :)
mcxfrank.bsky.social
Great analogy! I think a lot about transfer between music teaching and university teaching (and vice versa).
heydebigale.bsky.social
Something about learning the drums as a middle-aged lady:

It’s boosting my empathy for my students in my chemistry classes. 🥁🧪

I already play the piano, but even still— learning a new instrument requires so much practice and getting comfortable with not being good at something.
Picture of a white woman with green hair wearing white headphones holding drum sticks in front of a drum set.
mcxfrank.bsky.social
oh great - thank you!!
mcxfrank.bsky.social
Bonus: full text of the paper "The Yerkes-Dodson Law Repealed" pasted below:

There is a flaw
In the evidence for the Yerkes-Dodson Law.
To call it “ubiquitous”
Is pretty iniquitous.

journals.sagepub.com/doi/abs/10.2...
mcxfrank.bsky.social
Anyone know what the best recent evidence on the Yerkes-Dodson law is? Thanks in advance!
Reposted by Mike Frank
rebeccasaxe.bsky.social
Totally agree with Mikes description of this project as a wild journey, utterly joyous true collaboration, and satisfying first step for quantitative predictive rational model of habituation.

Not the first time I’ve suggested a “first step” in research that required a whole PhD to complete. 😉
mcxfrank.bsky.social
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
infant data from experiment 1 conceptual schema for different habituation models title page results from experiment 2 with adults
mcxfrank.bsky.social
This project used literally every trick I know about measurement, experimental design, and modeling (and I learned many more along the way by following Anjie Gal and Rebecca). I hope it looks clear and obvious from the paper but it was a wild voyage of discovery!
mcxfrank.bsky.social
Featuring:
- our best attempt at a within-subjects habituation design in young infants!
- a Bayesian model fit to neural net representations
- a shocking amount of GPU compute to do approximate inference in what should be a simple multi-level model
mcxfrank.bsky.social
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
infant data from experiment 1 conceptual schema for different habituation models title page results from experiment 2 with adults
mcxfrank.bsky.social
GPT or BERT, why not both? arxiv.org/pdf/2410.24159

Winner of second BabyLM competition uses a clever and hilariously simple hack - align BERT and GPT so you can use both. Seems to be very efficient for learning from child-scale data.
arxiv.org
Reposted by Mike Frank
mellwoodlowe.bsky.social
I’m hiring!! 🎉 Looking for a full-time Lab Manager to help launch the Minds, Experiences, and Language Lab at Stanford. We’ll use all-day language recording, eye tracking, & neuroimaging to study how kids & families navigate unequal structural constraints. Please share:
phxc1b.rfer.us/STANFORDWcqUYo
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,.....
phxc1b.rfer.us
Reposted by Mike Frank
mcxfrank.bsky.social
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...
Abstract of the paper. Title page of the paper.
Reposted by Mike Frank
hcp4715.bsky.social
thanks for curating and share this database! looks amazing!
mcxfrank.bsky.social
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...
Abstract of the paper. Title page of the paper.
mcxfrank.bsky.social
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...
Abstract of the paper. Title page of the paper.
mcxfrank.bsky.social
*Sharing for our department’s trainees*

🧠 Looking for insight on applying to PhD programs in psychology?

✨ Apply by Sep 25th to Stanford Psychology's 9th annual Paths to a Psychology PhD info-session/workshop to have all of your questions answered!

📝 Application: tinyurl.com/pathstophd2025
Flyer for the event!