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Mystery AI Hype Theater 3000

Emily M. Bender and Alex Hanna

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Artificial Intelligence has too much hype. In this podcast, linguist Emily M. Bender and sociologist Alex Hanna break down the AI hype, separate fact from fiction, and science from bloviation. They're joined by special guests and talk about everything, from machine consciousness to science fiction, to political economy to art made by machines.
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A podcast that's enthusiastic about linguistics by Gretchen McCulloch and Lauren Gawne. "A fascinating listen that will change the way you see everyday communications." –New York Times. "Joyously nerdy" –Buzzfeed. Weird and deep half-hour conversations about language on the third Thursday of the month. Listened to all the episodes here and wish there were more? Want to talk with other people who are enthusiastic about linguistics? Get bonus episodes and access to our Discord community at www ...
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When a human learns a new word, we're learning to attach that word to a set of concepts in the real world. When a computer "learns" a new word, it is creating some associations between that word and other words it has seen before, which can sometimes give it the appearance of understanding, but it doesn't have that real-world grounding, which can s…
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From Bill Gates to Mark Zuckerberg, billionaires with no education expertise keep using their big names and big dollars to hype LLMs for classrooms. Promising ‘comprehensive AI tutors', or just ‘educator-informed’ tools to address understaffed classrooms, this hype is just another round of Silicon Valley pointing to real problems -- under-supported…
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Peoples & Things host, Lee Vinsel, talks with Kwame Harrison, Alumni Distinguished Professor and Professor of Sociology at Virginia Tech. Harrison records and performs under the moniker “Mad Squirrel” and has co-founded two groups—the San-Francisco-based Forest Fires Collective and Washington DC’s The Acorns—as well as releasing various solo projec…
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The company behind ChatGPT is back with bombastic claim that their new o1 model is capable of so-called "complex reasoning." Ever-faithful, Alex and Emily tear it apart. Plus the flaws in a tech publication's new 'AI hype index,' and some palette-cleansing new regulation against data-scraping worker surveillance. References: OpenAI: Learning to rea…
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Peoples & Things host, Lee Vinsel, talks with Salem Elzway, postdoctoral fellow in the Society of Fellows in the Humanities at University of Southern California, and Jason Resnikoff, assistant professor of contemporary history at the University of Groningen, about the history of automation. The discussion takes as its launching point an essay Elzwa…
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Technology journalist Paris Marx joins Alex and Emily for a conversation about the environmental harms of the giant data centers and other water- and energy-hungry infrastructure at the heart of LLMs and other generative tools like ChatGPT -- and why the hand-wavy assurances of CEOs that 'AI will fix global warming' are just magical thinking, ignor…
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Peoples & Things host, Lee Vinsel, talks with Meryl Alper, Associate Professor of Communication Studies at Northeastern University, about her recent book, Kids Across the Spectrums: Growing Up Autistic in the Digital Age (MIT Press, 2023). In addition to being a professor, Alper is also an educational researcher who has worked over the past 20 year…
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Eye of newt and toe of frog,Wool of bat and tongue of dog...In this episode, your hosts Gretchen McCulloch and Lauren Gawne get enthusiastic and ~spooky~ about possession! We talk about how the haunting type of possession and the linguistic type of possession do share an etymological origin, but how the term "possession" itself is misleading, becau…
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Can “AI” do your science for you? Should it be your co-author? Or, as one company asks, boldly and breathlessly, “Can we automate the entire process of research itself?” Major scientific journals have banned the use of tools like ChatGPT in the writing of research papers. But people keep trying to make “AI Scientists” a thing. Just ask your chatbot…
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Peoples & Things host, Lee Vinsel, talks with MacArthur “Genius Prize” winning historian Pamela Long about her long career writing about the history of ancient and Medieval technologies. The pair use Long’s forthcoming book, Technology in Mediterranean and European Lands, 600-1600 (Johns Hopkins UP, 2025), as a launching point but also cover her pr…
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Did your summer feel like an unending barrage of terrible ideas for how to use “AI”? You’re not alone. It's time for Emily and Alex to clear out the poison, purge some backlog, and take another journey through AI hell -- from surveillance of emotions, to continued hype in education and art. Fresh AI Hell: Synthetic data for Hollywood test screening…
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Peoples & Things host, Lee Vinsel, talks to Emily Bender, Professor of Linguistics, Director of the Masters of Science in Computational Linguistics program, and Director of the Computational Linguistics Laboratory at University of Washington, about her work on artificial intelligence criticism. Bender is also an adjunct professor in the School of C…
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We're taking you on a journey to new linguistic destinations, so come along for the ride and don't forget to hold on! In this episode, your hosts Lauren Gawne and Gretchen McCulloch get enthusiastic about metaphors! It's easy to think of literary comparisons like "my love is like a red, red rose" but metaphors are also far more common and almost un…
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Dr. Clara Berridge joins Alex and Emily to talk about the many 'uses' for generative AI in elder care -- from "companionship," to "coaching" like medication reminders and other encouragements toward healthier (and, for insurers, cost-saving) behavior. But these technologies also come with questionable data practices and privacy violations. And as p…
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Peoples & Things host, Lee Vinsel, talks to Raquel Velho, Associate Professor of Science and Technology Studies at Rensselaer Polytechnic Institute, about her recent book, Hacking the Underground: Disability, Infrastructure, and London's Public Transport System (U Washington Press, 2023). Hacking the Underground provides a fascinating ethnographic …
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The Washington Post is going all in on AI -- surely this won't be a repeat of any past, disastrous newsroom pivots! 404 Media journalist Samantha Cole joins to talk journalism, LLMs, and why synthetic text is the antithesis of good reporting. References: The Washington Post Tells Staff It’s Pivoting to AI: "AI everywhere in our newsroom." Response:…
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Peoples & Things host, Lee Vinsel, talks to Cyrus Mody, Professor in the History of Science, Technology, and Innovation and Director of the STS Program at Maastricht University, about his book, The Squares: US Physical and Engineering Scientists in the Long 1970s (MIT Press, 2022). Many narratives about contemporary technologies, especially digital…
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Imagine you're in a field with someone whose language you don't speak. A rabbit scurries by. The other person says "Gavagai!" You probably assumed they meant "rabbit" but they could have meant something else, like "scurrying" or even "lo! an undetached rabbit-part!" In this episode, your hosts Lauren Gawne and Gretchen McCulloch get enthusiastic ab…
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Could this meeting have been an e-mail that you didn't even have to read? Emily and Alex are tearing into the lofty ambitions of Zoom CEO Eric Yuan, who claims the future is a LLM-powered 'digital twin' that can attend meetings in your stead, make decisions for you, and even be tuned to different parameters with just the click of a button. Referenc…
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Peoples & Things host, Lee Vinsel, talks to Benjamin Waterhouse, full-as-full-can- be Professor of History at University of North Carolina at Chapel Hill, about his book, One Day I’ll Work for Myself: The Dream and Delusion that Conquered America (Norton, 2024). The book examines how the ideal of self-employment became so prominent in the United St…
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We regret to report that companies are still trying to make generative AI that can 'transform' healthcare -- but without investing in the wellbeing of healthcare workers or other aspects of actual patient care. Registered nurse and nursing care advocate Michelle Mahon joins Emily and Alex to explain why generative AI falls far, far short of the wor…
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Peoples & Things host, Lee Vinsel, talks to Kate McDonald, Associate Professor of History at University of California, Santa Barbara, about her fascinating research on the history of mobility in Asia and how it looks different when we approach it as a history of work and labor. The pair traverse McDonald’s career from her current project, The Ricks…
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When is a research paper not a research paper? When a big tech company uses a preprint server as a means to dodge peer review -- in this case, of their wild speculations on the 'dangerous capabilities' of large language models. Ali Alkhatib joins Emily to explain why a recent Google DeepMind document about the hunt for evidence that LLMs might inte…
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When we're talking about an activity -- say, throwing teacups in a lake -- we often want to know not just when the action takes place, but also what shape that action looks like. Is this a one-time teacup throwing event (I threw the teacup in the lake) or a repeated or ongoing situation (I was throwing the teacup in the lake)? Both of these actions…
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Peoples & Things host Lee Vinsel talks with Paula Bialski, an Associate Professor for Digital Sociology at the University of St. Gallen in St. Gallen, Switzerland, about her recent book, Middle Tech: Software Work and the Culture of Good Enough (Princeton UP, 2024). The pair talk about the art of ethnographic study of software work, and how, maybe,…
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You've already heard about the rock-prescribing, glue pizza-suggesting hazards of Google's AI overviews. But the problems with the internet's most-used search engine go way back. UCLA scholar and "Algorithms of Oppression" author Safiya Noble joins Alex and Emily in a conversation about how Google has long been breaking our information ecosystem in…
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Join us on a journey to learn more about the intersection of linguistics and AI with special guest Emily M. Bender. Come with us as we learn how linguistics functions in modern language models like ChatGPT. Episode Notes Discover the origins of language models, the negative implications of sourcing data to train these technologies, and the value of…
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Peoples & Things host, Lee Vinsel, talks to Trish Kahle, Assistant Professor of History at Georgetown University-Qatar, about Kahle's new project, "Power Up: A Social History of American Electricity," which focuses especially on the labor history of both constructing and maintaining the electricity grid. They also talk about Kahle's forthcoming boo…
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There are many ways that people perform gender, from clothing and hairstyle to how we talk or carry ourselves. When doing linguistic analysis of one aspect, such as someone's voice, it's useful to also consider the fuller picture such as what they're wearing and who they're talking with. In this episode, your host Gretchen McCulloch gets enthusiast…
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The politicians are at it again: Senate Majority Leader Chuck Schumer's series of industry-centric forums last year have birthed a "roadmap" for future legislation. Emily and Alex take a deep dive on this report, and conclude that the time spent writing it could have instead been spent...making useful laws. References: Driving US Innovation in Arti…
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Peoples & Things host Lee Vinsel talks with danah boyd, Partner Researcher at Microsoft Research, founder of the Data & Society Research Institute, and a distinguished visiting professor at Georgetown University, about her career and work. The pair discuss boyd's the genesis and intellectual background of boyd's now classic text, It's Complicated: …
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With Frank Lee, Shawn Pierre, and Jessica Creane, we discuss the future of the video game landscape and the transition from game player to game maker. We explore what draws people into the gaming space, what video games mean to the people who play and create them, and what gaming organizations are doing to push the narrative. Episode Notes Discover…
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Will the LLMs somehow become so advanced that they learn to lie to us in order to achieve their own ends? It's the stuff of science fiction, and in science fiction these claims should remain. Emily and guest host Margaret Mitchell, machine learning researcher and chief ethics scientist at HuggingFace, break down why 'AI deception' is firmly a featu…
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Peoples & Things host Lee Vinsel talks to Jennifer Hart, Professor and Chair of the History Department at Virginia Tech, about her work on the history and ethnography of mobility and infrastructure in Ghana. Hart’s newest book, Making an African City: Technopolitics and the Infrastructure of Everyday Life in Colonial Accra (Indiana University Press…
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We explore Philadelphia's thriving tech scene and share expert advice on how to succeed in the city. From attracting and retaining tech talent to building a sense of community, we're joined by two special guests who are passionate about helping individuals and companies thrive. Episode Notes In this special LIVE recording of Fastmail’s Philly Tech …
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Peoples & Things host Lee Vinsel talks with Bryan Hanson, ombudsperson for Virginia Tech's Graduate School, about a program he developed called Disrupting Academic Bullying, which seeks to encourage all members of academic communities to support and promote affirming environments for research and learning. Lee and Bryan talk about the reality of ha…
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AI Hell froze over this winter and now a flood of meltwater threatens to drown Alex and Emily. Armed with raincoats and a hastily-written sea shanty*, they tour the realms, from spills of synthetic information, to the special corner reserved for ShotSpotter. **Lyrics & video on Peertube. *Surveillance:* Public kiosks slurp phone data Workplace surv…
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Sometimes two words are smooshed together in a single act of creativity to fill a lexical gap, like making "brunch" from breakfast+lunch. Other times, words are smooshed together gradually, over a long period of speakers or signers discovering more efficient ways to position their mouth or hands, such as pronouncing "handbag" being pronounced more …
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We dive into the Right to Repair with Aaron Perzanowski. Hear about the benefits of fixing our own devices rather than replacing them and the reasons why some companies create roadblocks to prevent the average consumer from doing so. Episode Notes Discover the social and intellectual function of repair, why our Right to Repair as consumers is so im…
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