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Posts by Dᴜsᴛɪɴ Sᴛᴏʟᴛᴢ

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What’s next: Quarto 2 – Quarto We’ve started working on quarto-dev/q2, a full rewrite of Quarto in Rust.

And another Quarto announcement; I've alluded to it before, but we're making it "official".

We've started work on Quarto 2. The blog post has an overview: quarto.org/docs/blog/po...

We'll share more in future blog posts, but here's what you can expect from the Quarto 2 dev effort:

(1/)

2 weeks ago 194 55 10 13
the front page of the paper, which can be read in:
https://onlinelibrary.wiley.com/doi/epdf/10.1111/pops.70056

the front page of the paper, which can be read in: https://onlinelibrary.wiley.com/doi/epdf/10.1111/pops.70056

we have a new paper in the April issue of Political Psychology.

in this (admittedly quite lovely) new paper, @stephenvaisey.com, @pablobellode.bsky.social and I make a simple point: using panel data to understand belief change is very hard.

we highlight an empirical intractability in the process:

3 weeks ago 86 26 2 1
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GitHub hits CTRL-Z, decides it will train its AI with user data after all As of April 24 you'll be feeding the Octocat unless you opt out Microsoft's GitHub next month plans to begin using customer interaction data – "specifically inputs, outputs, code snippets, and associated context" – to train its AI models.…

GitHub hits CTRL-Z, decides it will train its AI with user data after all

3 weeks ago 88 88 2 22
A screenshot of an Android app. Text:

▲ Nearby Glasses

Smart Glasses are probably nearby
Device: Unknown
RSSI: -42 dBm
Reason: Meta Company ID (0x058E)
Company: Meta Platforms, Inc.

This app notifies you when smart glasses are nearby. It uses company identificators in the Bluetooth data sent out by these. Therefore, there likely are false positives (e.g. from VR headsets). Hence, please proceed with caution when approaching a person nearby wearing glasses. They might just be regular glasses, despite this app's warning.

Debug Log

[19:08:40] Unknown (-50 dBm) Meta Company ID (0x058E)

[19:08:40] Unknown (-50 dBm) Meta Company ID (0x058E)

[19:08:41] Unknown (-34 dBm) Meta Company ID (0x058E)

[19:08:42] Unknown (-34 dBm) Meta Company ID (0x058E)

[19:08:42] Unknown (-34 dBm) Meta Company ID (0x058E)

[19:08:42] Unknown (-57 dBm) Meta Company ID (0x058E)

[19:08:43] Unknown (-40 dBm) Meta Company ID (0x058E)

[19:08:43] Unknown (-42 dBm) Meta Company ID (0x058E)

[19:08:43] Unknown (-42 dBm) Meta Company ID

(0x058E) [19:08:44] Unknown (-42 dBm) Meta Company ID

(0x058E) [19:08:44] Unknown (-42 dBm)

Meta Company ID (0x058E)

[19:08:44] Unknown (-42 dBm) Meta Company ID (0x058E)

[19:08:45] Unknown (-40 dBm) Meta Company ID (0x058E)

[19:08:45] Unknown (-63 dBm) Meta Company ID (0x058E)

A screenshot of an Android app. Text: ▲ Nearby Glasses Smart Glasses are probably nearby Device: Unknown RSSI: -42 dBm Reason: Meta Company ID (0x058E) Company: Meta Platforms, Inc. This app notifies you when smart glasses are nearby. It uses company identificators in the Bluetooth data sent out by these. Therefore, there likely are false positives (e.g. from VR headsets). Hence, please proceed with caution when approaching a person nearby wearing glasses. They might just be regular glasses, despite this app's warning. Debug Log [19:08:40] Unknown (-50 dBm) Meta Company ID (0x058E) [19:08:40] Unknown (-50 dBm) Meta Company ID (0x058E) [19:08:41] Unknown (-34 dBm) Meta Company ID (0x058E) [19:08:42] Unknown (-34 dBm) Meta Company ID (0x058E) [19:08:42] Unknown (-34 dBm) Meta Company ID (0x058E) [19:08:42] Unknown (-57 dBm) Meta Company ID (0x058E) [19:08:43] Unknown (-40 dBm) Meta Company ID (0x058E) [19:08:43] Unknown (-42 dBm) Meta Company ID (0x058E) [19:08:43] Unknown (-42 dBm) Meta Company ID (0x058E) [19:08:44] Unknown (-42 dBm) Meta Company ID (0x058E) [19:08:44] Unknown (-42 dBm) Meta Company ID (0x058E) [19:08:44] Unknown (-42 dBm) Meta Company ID (0x058E) [19:08:45] Unknown (-40 dBm) Meta Company ID (0x058E) [19:08:45] Unknown (-63 dBm) Meta Company ID (0x058E)

I made an app.
play.google.com/store/apps/d...
Nearby Glasses is here to warn you when smart glasses are nearby.

I hope it's useful for someone.

Nearby Glasses's open source, free and rather simple
github.com/yjeanrenaud/...

It's also downloadable outside the Play Store. iOS port is in the making

1 month ago 2200 1108 76 84

Are our evaluations actually measuring any stable properties of LLMs? 🧵

3 weeks ago 11 4 1 1
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R Basics Reader for UC Davis DataLab’s R Basics workshop series.

We recently updated R Basics, our introductory workshop about research computing in R! 🎉 The reader (a mini-textbook) is here:
ucdavisdatalab.github.io/workshop_r_b...

1 month ago 13 3 1 1

THE SWITHEROO
Hey, I have a new WP out now on @socarxiv.bsky.social !

In the paper, I study the full network of partnerships in Norway since 1967 up to today. I examine the general structure of the partnerships network, and the existence of a specific type of network: the partner switcheroo. 1/x

1 month ago 26 8 1 1
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Artificial Intelligence and Social Inequality Conference - Center for Poverty and Inequality Research The UC Davis Center for Poverty & Inequality Research is pleased to announce our upcoming conference,  Artificial ...

Jacob Hibel and I have organized an upcoming conference on AI and Social Inequality, which will be held on 3/17 at the UC Student and Policy Center in Sacramento. This event is open to social scientists, computer scientists, and the policy community. poverty.ucdavis.edu/event/artifi...

1 month ago 15 5 1 0
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Data Visualization A Practical Introduction

Here’s a full draft of the upcoming second edition of my “Data Visualization: A Practical Introduction”: socviz.co

1 month ago 571 185 13 14
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2026 Pre-Conference Science, Knowledge and Technology Today: Meeting the Moment, Engendering Just Futures The Science, Knowledge & Technology (SKAT) section of the American Sociological Association (ASA) will host…

The Science, Knowledge, and Technology Section of the American Sociological Association is hosting a pre-conference here at City College (in our FiDi division)!

Our call for abstracts is open until April 1, 2026.

asaskat.com/skattoday/

1 month ago 4 7 0 1
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Now out in the American Sociological Review

We present the first large-scale assessment of the structure and evolution of temporalities expressed in U.S. climate change news coverage (2000 to 2021). For this, we analyzed more than 23,000 statements about climate change effects and actions. 🧵 1/

1 month ago 71 26 2 0
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🧵on my new paper "Synthetic personas distort the structure of human belief systems" w Roberto Cerina I'm v excited about...

🚨 Do synthetic samples look like human samples?

We compare 28 LLMs to the 2024 General Social Survey (GSS) to find out + develop host of diagnostics...

1 month ago 174 80 6 21
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This App Warns You if Someone Is Wearing Smart Glasses Nearby The creator of Nearby Glasses made the app after reading 404 Media's coverage of how people are using Meta's Ray-Bans smartglasses to film people without their knowledge or consent. “I consider it to ...

NEW: A hobbyist has created Nearby Glasses, an app that warns you if someone close by is wearing smart glasses. 404 Media spoke to the creator who said he was inspired by our coverage that uncovers how men are wearing Meta's Ray-Bans to covertly film massage parlor workers.

1 month ago 11733 5019 149 270

If Odo converted to Judaism he would have to be liquid on Shabbat

1 month ago 8 1 0 0

Well this story blew up. Went to the front page of reddit, hacker news, Gizmodo. People donated thousands of dollars to the legal fund of Jeff Sovern, who dismantled 13 Flock surveillance cameras. The response was near-universal enthusiasm for the project of smashing invasive, exploitative tech.

1 month ago 590 212 11 3

Oh amassing large enough datasets with provenance for language model training is totally doable. Just when you do that you feel lonely (and unpaid) as people don’t really care.

1 month ago 56 5 2 0
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LLM cloud inference dominates usage, but should it? Local models and accelerators have improved massively over recent years.

Perfect routing to best local model "reduce energy consumption by 80.4%, compute by 77.3%, and cost by 73.8% versus cloud-only deployment"

arxiv.org/pdf/2511.07885

2 months ago 9 3 3 1
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Yesterday, those who teach Intro to Sociology at Florida colleges (as opposed to universities) received a ready-made curriculum from the state and were ordered to teach it.

Yes, you read that correctly. The *state* is enforcing a curriculum on college profs, complete w/ the following restrictions:

2 months ago 2828 1618 175 418
Currently, there are thousands of large pretrained language models (LLMs) available to social scientists. How do we select among them? Using validity, reliability, reproducibility, and replicability as guides, we explore the significance of:(1) model openness, (2) model footprint, (3) training data, and (4) model architectures and fine-tuning. While ex ante tests of validity (i.e., benchmarks) are often privileged in these discussions, we argue that social scientists cannot altogether avoid validating computational measures (ex-post). Replicability, in particular, is a more pressing guide for selecting language models. Being able to reliably replicate a particular finding that entails the use of a language model necessitates reliably reproducing a task. To this end, we propose starting with smaller, open models, and constructing delimited benchmarks to demonstrate the validity of the entire computational pipeline.

Currently, there are thousands of large pretrained language models (LLMs) available to social scientists. How do we select among them? Using validity, reliability, reproducibility, and replicability as guides, we explore the significance of:(1) model openness, (2) model footprint, (3) training data, and (4) model architectures and fine-tuning. While ex ante tests of validity (i.e., benchmarks) are often privileged in these discussions, we argue that social scientists cannot altogether avoid validating computational measures (ex-post). Replicability, in particular, is a more pressing guide for selecting language models. Being able to reliably replicate a particular finding that entails the use of a language model necessitates reliably reproducing a task. To this end, we propose starting with smaller, open models, and constructing delimited benchmarks to demonstrate the validity of the entire computational pipeline.

Here's a little working paper with Marshall Taylor and Sanuj Kumar:

Selecting Language Models for Social Science

arxiv.org/abs/2601.10926

Thoughts welcome!

2 months ago 9 3 0 0
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📢 In this Social Forces article, I introduce occupational elitism as a novel measure of social closure: the share of upper-class background workers within an occupation.

Its consequences for earnings stratification can be examined using a social closure theory lens.

🔓 doi.org/10.1093/sf/s...

2 months ago 71 20 3 2
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Why does a worse candidate win? Or an inferior song dominate?

New article with @alexgelas.bsky.social, @pantelispa.bsky.social & Gaël Le Mens.

We show that often once A becomes even slightly more popular than B, people choose A much more often.

www.science.org/doi/pdf/10.1...

2 months ago 39 15 1 1
Vacancies | ICS ICS Sociology PhD positions vacancies Graduate school program Social Sciences Methodology

I’m looking for three PhD students for my new ERC project, starting 1 September. The goal is to understand how firms shape inequality in workers’ careers—using population registers.

Please spread the word! Deadline is March 8, more info here (see projects 4-6):

ics-graduateschool.nl/vacancies/

2 months ago 32 31 0 0
microgpt Musings of a Computer Scientist.

Andrej Karpathy is at It again

microgpt share.google/WZbks45IS2DV...

2 months ago 4 1 0 1
Currently, there are thousands of large pretrained language models (LLMs) available to social scientists. How do we select among them? Using validity, reliability, reproducibility, and replicability as guides, we explore the significance of:(1) model openness, (2) model footprint, (3) training data, and (4) model architectures and fine-tuning. While ex ante tests of validity (i.e., benchmarks) are often privileged in these discussions, we argue that social scientists cannot altogether avoid validating computational measures (ex-post). Replicability, in particular, is a more pressing guide for selecting language models. Being able to reliably replicate a particular finding that entails the use of a language model necessitates reliably reproducing a task. To this end, we propose starting with smaller, open models, and constructing delimited benchmarks to demonstrate the validity of the entire computational pipeline.

Currently, there are thousands of large pretrained language models (LLMs) available to social scientists. How do we select among them? Using validity, reliability, reproducibility, and replicability as guides, we explore the significance of:(1) model openness, (2) model footprint, (3) training data, and (4) model architectures and fine-tuning. While ex ante tests of validity (i.e., benchmarks) are often privileged in these discussions, we argue that social scientists cannot altogether avoid validating computational measures (ex-post). Replicability, in particular, is a more pressing guide for selecting language models. Being able to reliably replicate a particular finding that entails the use of a language model necessitates reliably reproducing a task. To this end, we propose starting with smaller, open models, and constructing delimited benchmarks to demonstrate the validity of the entire computational pipeline.

Here's a little working paper with Marshall Taylor and Sanuj Kumar:

Selecting Language Models for Social Science

arxiv.org/abs/2601.10926

Thoughts welcome!

2 months ago 9 3 0 0
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Postdoctoral researcher on applications of AI in sociological research Are you able to lead sociological research into the AI age?

📢WORK! At the Sociology department of @utrechtuniversity.bsky.social we are hiring a postdoc who will work on applications of AI in sociological research. Join our vibrant-yet-cohesive research community doing cutting-edge research. Please share or apply! www.uu.nl/en/organisat...

2 months ago 17 30 0 0
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About 10 years ago, I set out to better understand the drivers of radicalization and deradicalization into white supremacy. Work from our endeavors is starting to come out, and I am no longer concerned about sharing it.

I want to share the findings from one of these studies, published last March. 🧵

2 months ago 52 24 3 0
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✨ We’re excited to announce the Spring 2026 IAS Seminar Series, featuring a stellar lineup of speakers and thought-provoking talks. Open to all! #AcademicSky

3 months ago 38 26 1 0
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I took the Colbert Questionert!
Watch the full interview here: youtu.be/HPONVyNiWsU?...

2 months ago 1784 322 60 43
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Generative AI in Sociological Research: State of the Discipline Article: Generative AI in Sociological Research: State of the Discipline | Sociological Science | Posted January 20, 2026

La course des nouveaux usages associés aux modèles génératifs met la professions scientifiques à rude épreuve.

Article précieux pour suivre l'état des usages #GenAI en sociologie sociologicalscience.com/articles-v13... par @oms279.bsky.social, @ajalvero.bsky.social @dustinstoltz.com et M. Taylor

2 months ago 7 3 1 1