Emily and Alex are joined by Dr. Jeremy G. Kahn to discuss the distressingly large number of evaluation metrics for artificial intelligence, and some new AI hell.Jeremy G. Kahn has a PhD in computational linguistics, with a focus on information-theoretic and empirical engineering approaches to dealing with natural language (in text and speech). He’s gregarious, polyglot, a semi-auto-didact, and occasionally prolix. He also likes comic books, coffee, progressive politics, information theory, lateral thinking, science fiction, science fact, linear thinking, bicycles, beer, meditation, love, play, and inquiry. He lives in Seattle with his wife Dorothy and son Elliott.This episode was recorded on December 12, 2022.Watch the video of this episode on PeerTube.References:XKCD: StandardsWikidataConGish GallopThe Bender RuleDJ Khaled - You Played YourselfJeff Kao's interrogation of public comment periods.Emily's blog post response to NYT pieceCheck out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.

Emily and Alex discuss MetaAI's bullshit science paper generator, Galactica, along with its defenders. Plus, where could AI actually help scientific research? And more Fresh AI Hell. Watch the video of this episode on PeerTube. References:Imre Lakatos on research programsShah, Chirag and Emily M. Bender. 2022. Situating Search. Proceedings of the 2022 ACM SIGIR Conference on Human Information Interaction and Retrieval (CHIIR ’22). UW RAISE (Responsibility in AI Systems and Experiences)Stochastic Parrots:Bender, Emily M., Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell. 2021. On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜. In Proceedings of FAccT 2021, pp.610-623. The Octopus Paper:Bender Emily M. and Alexander Koller. 2020. Climbing towards NLU: On Meaning, Form, and Understanding in the Age of Data. ACL 2020Palestinian man arrested because of bad machine translation.Katherine McKittrick, Dear Science and Other StoriesThe Sokal HoaxSafiya Noble, Algorithms of OppressionLatanya Sweeney, "Discrimination in Online Ad Delivery"Mehtab Khan and Alex Hanna, The Subjects and Stages of AI Dataset Development: A Framework for Dataset Accountability(What is 'sealioning'?)http://wondermark.com/1k62/Grover:Raji, Inioluwa Deborah, Emily M. Bender, Amandalynne Paullada, Emily Denton and Alex Hanna. 2021. AI and the Everything in the Whole Wide World Benchmark. Proceedings of the 35th Conference on Neural Information Processing Systems (NeurIPS 2021) Track on Datasets and Benchmarks.Ben Dickson's coverage of Grover:Why we must rethink AI benchmarks, Ben Dickson, TecCheck out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.

Emily and Alex discuss Sam Bankman-Fried's Future Fund, its essay contest, and the problems with using AI for prediction and resource allocation--mere days before the collapse of FTX. Also, we introduce our "What in the Fresh AI Hell?" segment!This episode was recorded on November 9, 2022. Watch the video of this episode on PeerTube.References:Super Forecasting And AIBill Howe - Applied AI in High-Expertise Settings or Curation as ProgrammingSamir Passi and Solon Barocos - "Problem Formulation in Fairness"Vinod Prabharakan, William Isaac, Donald Martin Jr - Participatory Problem Formation for Fairer Machine LearningDavid Ribes, Andrew S Hoffman, Steven C Slota and Geoffrey C Bowker -The Logic of DomainsShoshana Zuboff - The Age of Surveillance CapitalismLee Vinsel on Criti-hype - Notes on Criticism and Technology HypeCheck out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.

AI is increasingly being used to make visual art. But when is an algorithmically-generated image art...and when is it just an aesthetically pleasing arrangement of pixels? Technology researchers Emily M. Bender and Alex Hanna talk to a panel of artists and researchers about the hype, the ethics, and even the definitions of art when a computer is involved.This episode was recorded in October of 2022. You can watch the video on PeerTube.Dr. Johnathan Flowers is an assistant professor in the department of philosophy at California State University, Northridge. His research interest is at the intersection of American Pragmatism, Philosophy of Disability, and Philosophy of Race, Gender and Sexuality as they apply to socio-technical systems. Flowers also explores the impacts of cultural narratives on the perception and development of sociotechnical systems.Dr. Jennifer Lena is a professor at Teachers College, Columbia University, where she runs the Arts Administration program. She’s published books on music genres, the legitimation of art, and the measurement of culture.Dr. Negar Rostamzadeh is a Senior Research Scientist at Google Responsible AI team. Her recent research is at the intersection of computer vision and sociotechnical research. She studies creative computer vision technologies and the broader social impact of them. Kevin Roose, "An A.I.-Generated Picture Won an Art Prize. Artists Aren’t Happy."Jo Lawson-Tancred, "Robot Artist Ai-Da Just Addressed U.K. Parliament About the Future of A.I. and ‘Terrified’ the House of Lords"Marco Donnarumma, "AI Art Is Soft Propaganda for the Global North"Jane Recker, "U.S. Copyright Office Rules A.I. Art Can’t Be Copyrighted"Richard Whiddington, "Shutterstock Inks Deal With DALL-E Creator to Offer A.I.-Generated Stock Images. Not All Artists Are Rejoicing."Stephen Cave and Kanta Dihal, "The Whiteness of AI"Follow our guests:Dr. Johnathan Flowers - https://twitter.com/shengokai // https://zirk.us/@shengokaiDr. Negar Rostamzadeh - twitter.com/negar_rzDr. Jennifer Lena - https://twitter.com/WITWhat // https://sciences.social/@jenniferclenaCheck out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.

Technology researchers Emily M. Bender and Alex Hanna kick off the Mystery AI Hype Theater 3000 series by reading through, "Can machines learn how to behave?" by Blaise Aguera y Arcas, a Google VP who works on artificial intelligence.This episode was recorded in September of 2022, and is the last of three about Aguera y Arcas' post.You can watch the video of this episode on PeerTube.Check out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.

Technology researchers Emily M. Bender and Alex Hanna kick off the Mystery AI Hype Theater 3000 series by reading through, "Can machines learn how to behave?" by Blaise Aguera y Arcas, a Google VP who works on artificial intelligence.This episode was recorded in September of 2022, and is the second of three about Aguera y Arcas' post.You can also watch the video of this episode on PeerTube.Check out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.

Technology researchers Emily M. Bender and Alex Hanna kick off the Mystery AI Hype Theater 3000 series by reading through, "Can machines learn how to behave?" by Blaise Aguera y Arcas, a Google VP who works on artificial intelligence.This episode was recorded in August of 2022, and is the first of three about Aguera y Arcas' post.Watch the video stream on PeerTube.Check out future streams at on Twitch, Meanwhile, send us any AI Hell you see.Our book, 'The AI Con,' comes out in May! Pre-order now.Subscribe to our newsletter via Buttondown. Follow us!Emily Bluesky: emilymbender.bsky.social Mastodon: dair-community.social/@EmilyMBender Alex Bluesky: alexhanna.bsky.social Mastodon: dair-community.social/@alex Twitter: @alexhanna Music by Toby Menon.Artwork by Naomi Pleasure-Park. Production by Christie Taylor.