Episodes

  • How should we think about IQ?

    How should we think about IQ?
    Oct 17 2024
    IQ is, to say the least, a fraught concept. Psychologists have studied IQ—or g for “general cognitive ability”—maybe more than any other psychological construct. And they’ve learned some interesting things about it. That it's remarkably stable over the lifespan. That it really is general: people who ace one test of intellectual ability tend to ace others. And that IQs have risen markedly over the last century. At the same time, IQ seems to be met with increasing squeamishness, if not outright disdain, in many circles. It's often seen as crude, misguided, reductive—maybe a whole lot worse. There's no question, after all, that IQ has been misused—that it still gets misused—for all kinds of racist, classist, colonialist purposes. As if this wasn't all thorny enough, the study of IQ is also intimately bound up with the study of genetics. It's right there in the roiling center of debates about how genes and environment make us who we are. So, yeah, what to make of all this? How should we be thinking about IQ? My guest today is Dr. Eric Turkheimer. Eric is Professor of Psychology at the University of Virginia. He has studied intelligence and many other complex human traits for decades, and he's a major figure in the field of “behavior genetics.” Eric also has a new book out this fall—which I highly recommend—titled Understanding the Nature-Nurture Debate. In a field that has sometimes been accused of rampant optimism, Eric is—as you'll hear—a bit more measured. In this conversation, Eric and I focus on intelligence and its putatively genetic basis. We talk about why Eric doubts that we are anywhere close to an account of the biology of IQ. We discuss what makes intelligence such a formidable construct in psychology and why essentialist understandings of it are so intuitive. We talk about Francis Galton and the long shadow he’s cast on the study of human behavior. We discuss the classic era of Twin Studies—an era in which researchers started to derive quantitative estimates of the heritability of complex traits. We talk about how the main takeaway from that era was that genes are quite important indeed, and about how more genetic techniques suggest that takeaway may have been a bit simplistic. Along the way, Eric and I touch on spelling ability, child prodigies, the chemical composition of money, the shared quirks of twins reared apart, the Flynn Effect, the Reverse Flynn Effect, birth order, the genetics of height, the problem of missing heritability, whether we should still be using IQ scores, and the role of behavior genetics in the broader social sciences. Alright folks, lots in here—let's just get to it. On to my conversation with Dr. Eric Turkheimer. Enjoy! A transcript of this episode will be available soon. Notes and links 3:30 – The 1994 book The Bell Curve, by Richard Herrnstein a Charles Murray, dealt largely with the putative social implications of IQ research. It was extremely controversial and widely discussed. For an overview of the book and controversy, see the Wikipedia article here. 6:00 – For discussion of the “all parents are environmentalists…” quip, see here. 12:00 – The notion of “multiple intelligences” was popularized by the psychologist Howard Gardner—see here for an overview. See here for an attempt to test the claims of the “multiple intelligences” framework using some of the methods of traditional IQ research. For work on EQ (or Emotional Intelligence) see here. 19:00 – Dr. Turkheimer has also laid out his spelling test analogy in a Substack post. 22:30 – Dr. Turkheimer’s 1998 paper, “Heritability and Biological Explanation.” 24:30 – For an in-passing treatment of the processing efficiency idea, see p. 195 of Daniel Nettle’s book Personality. See also Richard Haier’s book, The Neuroscience of Intelligence. 26:00 – The original study on the relationship between pupil size and intelligence. A more recent study that fails to replicate those findings. 31:00 – For an argument that child prodigies constitute an argument for “nature,” see here. For a memorable narrative account of one child prodigy, see here. 32:00 – A meta-analysis of the Flynn effect. We have previously discussed the Flynn Effect in an episode with Michael Muthukrishna. 37:00 – James Flynn’s book, What is Intelligence? On the reversal of the Flynn Effect, see here. 40:00 – The phrase “nature-nurture” originally comes from Shakespeare and was picked up by Francis Galton. In The Tempest, Prospero describes Caliban as “a born devil on whose nature/ Nurture can never stick.” 41:00 – For a biography of Galton, see here. For an article-length account of Galton’s role in the birth of eugenics, see here. 50:00 – For an account of R.A. Fisher’s 1918 paper and its continuing influence, see here. 55:00 – See Dr. Turkheimer’s paper on the “nonshared environment”—E in the ACE model. 57:00 –...
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    1 hr and 34 mins
  • Rethinking the "wood wide web"

    Rethinking the "wood wide web"
    Oct 3 2024
    Forests have always been magical places. But in the last couple decades, they seem to have gotten a little more magical. We've learned that trees are connected to each other through a vast underground network—an internet of roots and fungi often called the "wood wide web". We've learned that, through this network, trees share resources with each other. And we've learned that so-called mother trees look out for their own offspring, preferentially sharing resources with them. There's no question that this is all utterly fascinating. But what if it's also partly a fantasy? My guest today is Dr. Justine Karst. Justine is a forest ecologist at the University of Alberta. Her research focuses on mycorrhizas—these are the symbioses formed between fungi and plant roots that are thought to be the basis of the "wood wide web." Last year, Justine and colleagues published a perspective piece in which they argued that some of the claims around the wood wide web have gotten out of hand. These new ideas about forests, they argued, have gotten decoupled from the actual on-the-ground—or under-the-ground—science. In reality, it’s a field still riddled with unknowns and mixed findings. Here, Justine and I do a bit of mycorrhiza 101—we talk about what mycorrhizas are, how they evolved, and what the structures actually look like. We discuss the original 1997 study that inspired the term "wood wide web." We consider why it's so hard to figure out what's actually going on, mechanistically, under the forest floor. We discuss the increasingly popular notion of plant intelligence and what it means to empirical researchers in this area like Justine. We talk about why people—both members of the public and scientists themselves—have found wood wide web ideas so charming. And, finally, we discuss the question of whether a little bit of hype is really so bad—particularly if it gets people excited about forests, about science, and about conservation. I got as excited about the "wood wide web" as anyone. The idea totally captured my imagination a couple of years ago. So I was intrigued—if also a little dismayed—to learn recently that these ideas were getting some pushback. And I knew immediately we should talk to one of the researchers leading that pushback. Alright friends, let's get to it. On to my conversation with Dr. Justine Karst. Enjoy! A transcript of this episode is available here. Notes and links 5:00 – Popular treatments sometimes mentioned as over-hyping the wood wide web (and associated ideas) include The Hidden Life of Trees, Finding the Mother Tree, and the novel The Overstory. 9:30 – The landmark 1997 paper by Simard et al. that kicked off interest in the so-called wood wide web. 11:00 – A study showing that fungi are more closely related to animals than to plants. 11:30 – For more on the new interest in “plant intelligence” see our previous episodes here and here. On the notion of “fungal intelligence,” see here. 18:00 – A 1975 paper presenting a hypothesis about the origins of land plants. 20:00 – The California “mushroom bible” mentioned. 23:00 – A brief post (and infographic) on the differences between arbuscular mycorrhizas and ectomycorrhizas. 23:30 – Richard Powers’ influential novel, The Overstory. Note that the novel doesn’t exclusively focus on the wood wide web; it covers ideas and findings about trees and forests, many of which are uncontroversial. 36:00 – Dr. Karst co-authored her perspective piece in Nature Ecology & Evolution with Dr. Melanie Jones and Dr. Jason Hoeksema. 50:00 – For more on aspens and how they constitute clonal organisms, see here. 52:00 – The “mother tree” idea was popularized in Dr. Suzanne Simard’s book, Finding the Mother Tree. 1:04:00 – Another recent critique of the wood wide web and mother tree idea is here. In it the authors write: “Reaching out to the general public to make people care about forests is certainly a praiseworthy goal, but not when it involves the dissemination of a distorted view of the plant world. In other words: the end does not justify the means.” 1:05:30 – Others influenced by The Overstory include Barack Obama and Bill Gates. 1:09:00 – A primer on myco-heterotrophic plants. 1:13:00 – See a recent presentation by Dr. Jared Farmer on trees and “chronodiversity” here. Recommendations ‘Seeing plants anew,’ Stella Stanford ‘Mother trees and socialist forests: Is the ‘wood-wide web’ a fantasy?’, Daniel Immerwahr Many Minds is a project of the Diverse Intelligences Summer Institute, which is made possible by a generous grant from the John Templeton Foundation to Indiana University. The show is hosted and produced by Kensy Cooperrider, with help from Assistant Producer Urte Laukaityte and with creative support from DISI Directors Erica Cartmill and Jacob Foster. Our artwork is by Ben Oldroyd. Our transcripts are created by Sarah Dopierala. ...
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    1 hr and 17 mins
  • Electric ecology

    Electric ecology
    Sep 19 2024
    There's a bit of a buzz out there, right now, but maybe you haven’t noticed. It's in the water, it's in the air. It's electricity—and it's all around us, all the time, including in some places you might not have expected to find it. We humans, after all, are not super tuned in to this layer of reality. But many other creatures are—and scientists are starting to take note. My guest today is Dr. Sam England. Sam is a sensory ecologist at the Natural History Museum in Berlin, and one of a handful of scientists uncovering some shocking things about the role of electricity in the natural world. Here, Sam and I have a wide-ranging conversation about electroreception—which is the perception of electrical stimuli—and electric ecology—which is the study of the ecological roles of electricity. We talk about how an interest in electroreception first got started, and why it's recently resurged. We discuss aquatic electroreception versus aerial electroreception, active electroreception versus passive electroreception. We talk about how electroreception is actually kind of easy to evolve. Along the way, we consider electrolocation and, its analog in sound, echolocation. We touch on dolphins, sharks, echidnas, ticks, caterpillars, bees, and spiders. We zoom in on electrostatic pollination, and what is inarguably the coolest sounding anatomical structure known to biology: the ampullae of Lorenzini. I think you'll enjoy this one, friends. As Sam describes here, electroreception is one of those "alien senses"—it really challenges the imagination. And electric ecology is one of those frontiers in our understanding of the natural world. So without further ado, here's my chat with Dr. Sam England. Enjoy! A transcript of this episode is available here. Notes and links 3:00 – For many of the topics discussed in this episode, see this comprehensive recent review of electroreception and electric ecology by Dr. England and a colleague. 7:30 – A paper reviewing the (contested) phenomenon of electromagnetic hypersensitivity in humans. 9:30 – An encyclopedia article on electroreception in monotremes. 13:00 – An early study of electrolocation in “weakly electric” fish. 17:00 – A popular article about the discovery of electroreception in sharks. 20:30 – A 2013 study showing that bumblebees detect the electric fields around flowers. 23:30 – A recent review of electroreception and its evolution in fish. 25:00 – A study demonstrating electroreception in the Guiana dolphin. 34:00 – A recent study by Dr. England and colleagues showing that static electricity pulls ticks onto hosts. 43:00 – For more on echolocation, see our earlier episode on bats. 47:00 – A recent paper by Dr. Ryan Palmer, examining the theoretical possibilities of electroreception in air. 52:30 – A (controversial) 2022 paper on possibly language-like communication in fungi via electricity. 55:00 – Another 2013 study on electroreception in bees, this one in honeybees. 56:30 – An animated video describing the role that electricity plays in spider ballooning. 1:00:00 – Dr. England’s recent study showing that caterpillars can detect the electric fields around wasps. 1:03:00 – A discussion of triboelectric effects. 1:11:00 – Dr. England’s recent study of electrostatic pollination in butterflies and moths. 1:19:00 – A study arguing that the sexual organs of flowers may have evolved to take advantage of electrostatic pollination. 1:25:00 ­– For more on spider eyes, see our recent episode all about spiders. Recommendations ‘Electroreception, electrogenesis and electric signal evolution,’ William Crampton An Immense World, Ed Yong (a previous guest!) Many Minds is a project of the Diverse Intelligences Summer Institute, which is made possible by a generous grant from the John Templeton Foundation to Indiana University. The show is hosted and produced by Kensy Cooperrider, with help from Assistant Producer Urte Laukaityte and with creative support from DISI Directors Erica Cartmill and Jacob Foster. Our artwork is by Ben Oldroyd. Our transcripts are created by Sarah Dopierala. Subscribe to Many Minds on Apple, Stitcher, Spotify, Pocket Casts, Google Play, or wherever you listen to podcasts. You can also now subscribe to the Many Minds newsletter here! We welcome your comments, questions, and suggestions. Feel free to email us at: manymindspodcast@gmail.com. For updates about the show, visit our website or follow us on Twitter (@ManyMindsPod) or Bluesky (@manymindspod.bsky.social).
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    1 hr and 33 mins
  • The nature of nurture

    The nature of nurture
    Sep 5 2024
    The idea of a "maternal instinct"—the notion that mothers are wired for nurturing and care—is a familiar one in our culture. And it has a flipside, a corollary—what you might call “paternal aloofness.” It's the idea that men just aren't meant to care for babies, that we have more, you know, manly things to do. But when you actually look at the biology of caretaking, the truth is more complicated and much more interesting. My guest today is Dr. Sarah Blaffer Hrdy. She is Professor Emerita of Anthropology at the University of California, Davis and the author of the new book, Father Time: A Natural History of Men and Babies. In it, she examines paternal care, the biology that supports it, and the norms and practices that sometimes suppress it. In this conversation, Sarah and I set her new book, Father Time, in the context of her four previous books. We discuss the surprising prevalence of male care in fish and amphibians. We talk about how Charles Darwin noted the plasticity of caretaking in animals, only to ignore that plasticity when talking about humans. We consider how time in intimate proximity with babies activates capacities for nurturing—not just in fathers, but in caretakers of all kinds. Along the way, we touch on langurs and owl monkeys; emus and cassowaries; cichlid fish and fairy shrimp; prolactin and oxytocin; patriarchy and patriarchal notions. We talk about what seems to be distinctive about the human capacity for care; and about what happens when males spend too much time competing for status, and not enough time snuggling babies. You'll probably get a sense for this from our conversation, but there are very few researchers who take both biology and culture as seriously as Sarah Blaffer Hrdy does. She does not shy away from digging deep into either domain. And she does not shy away from trying to trace the tangled links between the two. Alright friends, I hope you enjoy this one. On to my conversation with Dr. Sarah Blaffer Hrdy. A transcript of this episode is available here. Notes and links 3:00 – A classic paper on male parental care in fishes. 7:00 – Dr. Hrdy’s previous books include The Langurs of Abu, The Woman that Never Evolved, Mother Nature, and Mothers and Others. 13:00 – A academic article on “cooperative breeding” in birds. 16:30 – The full text of Charles Darwin’s book, The Descent of Man. 21:00 – Read about Caroline Kennard and her correspondence with Darwin here. 23:30 – A review of a recent book on Nancy Hopkins and her (quantitative) efforts to expose sexism at MIT. 26:00 – The 2014 paper on the brains of fathers in different caretaking roles. 37:00 – A paper by Larry Young and a colleague on the role of ancient peptides (like oxytocin) in sociality. 40:00 – The lab of Dr. Lauren O’Connell, who studies physiology and social behavior in poison dart frogs. 42:00 – A review of paternal care in primates. 47:00 – For more on Michael Tomasello’s “mutualism hypothesis”—and a lot else—see our earlier episode with Dr. Tomasello. 49:00 – For more on the costliness of the human brain, see our earlier episodes here and here. 58:00 – The 2007 study by Esther Herrmann, Michael Tomasello, and colleagues on the human specialization for social cognition. 59:00 – A study of children’s early “ostensive gestures” of showing and offering. 1:02:00 – An obituary for the ethnographer Lorna Marshall. 1:09:00 – An overview of ostracods and the traces they leave in the fossil record. Recommendations The Parental Brain, Michael Numan Silas Marner, George Eliot Endless Forms Most Beautiful, Sean Carroll Your Inner Fish, Neil Shubin Brave Genius, Sean Carroll Many Minds is a project of the Diverse Intelligences Summer Institute, which is made possible by a generous grant from the John Templeton Foundation to Indiana University. The show is hosted and produced by Kensy Cooperrider, with help from Assistant Producer Urte Laukaityte and with creative support from DISI Directors Erica Cartmill and Jacob Foster. Our artwork is by Ben Oldroyd. Our transcripts are created by Sarah Dopierala. Subscribe to Many Minds on Apple, Stitcher, Spotify, Pocket Casts, Google Play, or wherever you listen to podcasts. You can also now subscribe to the Many Minds newsletter here! We welcome your comments, questions, and suggestions. Feel free to email us at: manymindspodcast@gmail.com. For updates about the show, visit our website or follow us on Twitter (@ManyMindsPod) or Bluesky (@manymindspod.bsky.social).
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    1 hr and 17 mins
  • The space of (possibly) sentient beings

    The space of (possibly) sentient beings
    Aug 22 2024
    We may not know what it's like to be a bat, but we're pretty confident that it's like something—that bats (and other mammals) are sentient creatures. They feel pleasure and pain, cold and warmth, agitation and comfort. But when it comes to other creatures, the case is less clear. Is a crab sentient? What about a termite, or a tree? The honest answer is we just don't know—and yet, despite that uncertainty, practical questions arise. How should we treat these beings? What do we owe them? My guest today is Dr. Jonathan Birch. Jonathan is a Professor of Philosophy at the London School of Economics and the author of the new book The Edge of Sentience: Risk and Precaution in Humans, Other Animals, and AI. In it, he presents a framework for thinking about which beings might be sentient and about how our policies should account for this. Here, we talk about Jonathan's work at the nexus of philosophy, science, and policy—in particular, his role in advising the UK government on the welfare of cephalopods and decapods. We discuss what it means to be sentient and what the brain basis of sentience might be. We sketch his precautionary framework for dealing with the wide-ranging debates and rampant uncertainty around these issues. We talk about several prominent edge cases in the natural world. And, finally, we consider whether AI might become sentient and, if so, by what route. Along the way, Jonathan and I touch on: plants, crayfish, bees, larvae, and LLMs. We talk about "sentience candidates" and the "zone of reasonable disagreement"; about Jonathan's stances on octopus farming and live-boiling of crabs; about the “run-ahead principle” and the “gaming problem”; and about the question of whether all conscious experience has a valence. Jonathan's book is a remarkably clear and compelling read—if you find yourself intrigued by our conversation, I definitely recommend that you check out The Edge of Sentience as well. Alright friends, without further ado, on to our sixth season of Many Minds and on to my conversation with Dr. Jonathan Birch. Enjoy! A transcript of this episode is available here. Notes and links 3:00 – The full report prepared by Dr. Birch and colleagues for the UK government is available here. 4:30 – Listen to our earlier episode with Dr. Alex Schnell here. 7:00 – Dr. Birch’s 2017 book, from an earlier chapter of his career during which he focused on kin selection and social behavior. 11:00 – A paper by Dr. Birch on the UK government’s response to the pandemic. 16:00 – A classic 1958 paper on sentience by the philosopher Herbert Feigl. 20:30 – Read Dr. Birch’s general audience essay on the case of live-boiling crabs. 28:30 – Advocates of the idea that regions of the midbrain support sentience include Antonio Damasio, Jaak Panskepp (whose work we discussed in this earlier episode), and Bjorn Merker (whose work we discussed in this earlier episode). 31:30 – A discussion of the possibility of sentience in plants, with former guest Paco Calvo. 34:30 – Peter Godfrey Smith’s recent book, Metazoa. 35:30 – A paper by Dr. Birch and colleagues titled ‘Dimensions of animal consciousness.’ 39:30 – A study reporting conditioned place avoidance in octopuses. 40:30 – A study reporting anxiety-like states in crayfish. 42:00 – A primer on "nociception" (which Kensy mispronounces in this segment). 44:00 – A popular article by Dr. Birch and colleagues arguing against octopus farming. 47:00 – A paper about welfare concerns in farmed insects. 49:00 – A paper showing that bees will selectively groom an antenna that was touched with a heat probe. 51:00 – The OpenWorm project. 1:02:00 – A recent piece by Dr. Birch and former guest Kristin Andrews about developing better markers for understanding AI sentience. The question of defining “markers” of conscious experience was also a central topic of our recent episode with Tim Bayne. Recommendations Other Minds, Peter Godfrey-Smith The Mind of a Bee, Lars Chittka Justice for Animals, Martha Nussbaum Many Minds is a project of the Diverse Intelligences Summer Institute, which is made possible by a generous grant from the John Templeton Foundation to Indiana University. The show is hosted and produced by Kensy Cooperrider, with help from Assistant Producer Urte Laukaityte and with creative support from DISI Directors Erica Cartmill and Jacob Foster. Our artwork is by Ben Oldroyd. Our transcripts are created by Sarah Dopierala. Subscribe to Many Minds on Apple, Stitcher, Spotify, Pocket Casts, Google Play, or wherever you listen to podcasts. You can also now subscribe to the Many Minds newsletter here! We welcome your comments, questions, and suggestions. Feel free to email us at: manymindspodcast@gmail.com. For updates about the show, visit our website or follow us on Twitter (@ManyMindsPod) or Bluesky (@manymindspod.bsky.social).
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    1 hr and 7 mins
  • From the archive: Cities, cells, and the neuroscience of navigation

    From the archive: Cities, cells, and the neuroscience of navigation
    Aug 7 2024
    Hi friends, we're still on a brief summer break. We'll have a new episode for you later in August. In the meanwhile, enjoy this pick from our archives! ---- [originally aired September 21, 2022] If your podcast listening habits are anything like mine, you might be out for a walk right now. Maybe you’re wandering the neighborhood, just blocks from home, or maybe you’re further afield. In either case, I’m guessing you’re finding your way without too much trouble—you’re letting some intuitive sense steer you, track how far you’ve gone, tell you where to go next. This inner navigator of yours is doing all in the background, as your mind wanders elsewhere, and magically it gets it all right. Most of the time, anyway. But how is it doing it? What allows us to pull this off? My guest today is Dr. Hugo Spiers, Professor of Cognitive Neuroscience at University College London. His lab studies how our brains "remember the past, navigate the present, and imagine the future.” In recent years Hugo and his group have used a wide variety of methods—and some astonishingly large datasets—to shed light on central questions about human spatial abilities. Here, Hugo and I do a quick tour of the neuroscience of navigation—including the main brain structures involved and how they were discovered. We talk about research on a very peculiar population, the London taxi driver. We discuss the game Sea Hero Quest and what it's teaching us about navigation abilities around the world. We also touch on what GPS might be doing to us; whether the hippocampus actually resembles a seahorse; the ingenious layout of our brain's inner grids; navigation ability as an early sign of Alzheimer's; how “place cells” actually map more than just place; and how the monarch butterfly finds its way. Super excited to share this one folks—this is an episode that's been on our wish list for some time. For mobile organisms like us, navigation is life or death—it’s as basic as eating or breathing. So when we dig into the foundations of these spatial abilities, we’re really digging into some of the most basic foundations of mind. So let’s get to it. On to my conversation with Dr. Hugo Spiers. Enjoy! A transcript of this episode is available here. Notes and links 4:00 – A brief documentary about a person with developmental topographical disorder. 8:00 – There have been a slew of popular articles about the question of whether GPS is undermining our navigation abilities—see here and here. 12:00 – A classic academic article about path integration in mammals. 14:00 – The classic academic article by Edward Tolman on the idea of “cognitive maps.” 16:00 – A side-by-side comparison of a human hippocampus and seahorse. The resemblance is indeed striking. 18:00 – A classic academic article reporting “place cells” in rats. 21:00 ­– A research article on seasonal changes in hippocampus size across different species. 22:00 – A recent academic article on interactions between the hippocampus and the striatum in navigation. 23:30 – An article reviewing the first decade of research on “grid cells.” A video showing the activity of grid cells in a rat. 26:00 – The long struggle to calculate longitude is subject of a much-beloved book by Dava Sobel. 27:00 – The press release announcing the Nobel prize for the discovery of grid cells and place cells. 31:00 – A popular article about ‘The Knowledge’—a famed test for London taxi drivers. 33:30 – The celebrated original study by Eleanor Maquire and colleagues on structural changes in the brains of London taxi drivers. The (also-celebrated) follow-up study that Dr. Spiers was part of, comparing London taxi and bus drivers. 37:00 – More about the Taxi Brains project can be found here. 41:00 – A recent paper by Dr. Spiers’ team, led by Eva-Maria Griesbauer, reviews the cognitive neuroscience studies on London taxi drivers and dives deep into the learning techniques the drivers use. 44:30 – A paper by Dr. Spiers and team providing an overview of Sea Hero Quest and the studies it has been used for to date. A video demo of the game, and a popular article describing its motivation. Dr. Spiers developed the idea for the game in collaboration with Michael Hornberger. 50:00 – A recent research article looking at the value of Sea Hero Quest in detecting those at risk for Alzheimers. 53:00 – One of the first studies by Dr. Spiers and colleagues using Sea Hero Quest to test a vast sample and examine effects of variables like age, gender, and nationality. 54:30 – A more recent paper by Dr. Spiers and colleagues examining the effect of growing up in cities that are more or less “griddy.” 57:00 – A study by Dr. Spiers and colleagues showing a relationship between real-world navigation ability and navigation performance in Sea Hero Quest. 1:04:00 – The website of the ...
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    1 hr and 18 mins
  • From the archive: What does ChatGPT really know?

    From the archive: What does ChatGPT really know?
    Jul 24 2024
    Hi friends, we're on a brief summer break at the moment. We'll have a new episode for you in August. In the meanwhile, enjoy this pick from our archives! ---- [originally aired January 25, 2023] By now you’ve probably heard about the new chatbot called ChatGPT. There’s no question it’s something of a marvel. It distills complex information into clear prose; it offers instructions and suggestions; it reasons its way through problems. With the right prompting, it can even mimic famous writers. And it does all this with an air of cool competence, of intelligence. But, if you're like me, you’ve probably also been wondering: What’s really going on here? What are ChatGPT—and other large language models like it—actually doing? How much of their apparent competence is just smoke and mirrors? In what sense, if any, do they have human-like capacities? My guest today is Dr. Murray Shanahan. Murray is Professor of Cognitive Robotics at Imperial College London and Senior Research Scientist at DeepMind. He's the author of numerous articles and several books at the lively intersections of artificial intelligence, neuroscience, and philosophy. Very recently, Murray put out a paper titled 'Talking about Large Language Models’, and it’s the focus of our conversation today. In the paper, Murray argues that—tempting as may be—it's not appropriate to talk about large language models in anthropomorphic terms. Not yet, anyway. Here, we chat about the rapid rise of large language models and the basics of how they work. We discuss how a model that—at its base—simply does “next-word prediction" can be engineered into a savvy chatbot like ChatGPT. We talk about why ChatGPT lacks genuine “knowledge” and “understanding”—at least as we currently use those terms. And we discuss what it might take for these models to eventually possess richer, more human-like capacities. Along the way, we touch on: emergence, prompt engineering, embodiment and grounding, image generation models, Wittgenstein, the intentional stance, soft robots, and "exotic mind-like entities." Before we get to it, just a friendly reminder: applications are now open for the Diverse Intelligences Summer Institute (or DISI). DISI will be held this June/July in St Andrews Scotland—the program consists of three weeks of intense interdisciplinary engagement with exactly the kinds of ideas and questions we like to wrestle with here on this show. If you're intrigued—and I hope you are!—check out disi.org for more info. Alright friends, on to my decidedly human chat, with Dr. Murray Shanahan. Enjoy! The paper we discuss is here. A transcript of this episode is here. Notes and links 6:30 – The 2017 “breakthrough” article by Vaswani and colleagues. 8:00 – A popular article about GPT-3. 10:00 – A popular article about some of the impressive—and not so impressive—behaviors of ChatGPT. For more discussion of ChatGPT and other large language models, see another interview with Dr. Shanahan, as well as interviews with Emily Bender and Margaret Mitchell, with Gary Marcus, and with Sam Altman (CEO of OpenAI, which created ChatGPT). 14:00 – A widely discussed paper by Emily Bender and colleagues on the “dangers of stochastic parrots.” 19:00 – A blog post about “prompt engineering”. Another blog post about the concept of Reinforcement Learning through Human Feedback, in the context of ChatGPT. 30:00 – One of Dr. Shanahan’s books is titled, Embodiment and the Inner Life. 39:00 – An example of a robotic agent, SayCan, which is connected to a language model. 40:30 – On the notion of embodiment in the cognitive sciences, see the classic book by Francisco Varela and colleagues, The Embodied Mind. 44:00 – For a detailed primer on the philosophy of Ludwig Wittgenstein, see here. 45:00 – See Dr. Shanahan’s general audience essay on “conscious exotica" and the space of possible minds. 49:00 – See Dennett’s book, The Intentional Stance. Dr. Shanahan recommends: Artificial Intelligence: A Guide for Thinking Humans, by Melanie Mitchell (see also our earlier episode with Dr. Mitchell) ‘Abstraction for Deep Reinforcement Learning’, by M. Shanahan and M. Mitchell You can read more about Murray’s work on his website and follow him on Twitter. Many Minds is a project of the Diverse Intelligences Summer Institute (DISI) (https://disi.org), which is made possible by a generous grant from the Templeton World Charity Foundation to UCLA. It is hosted and produced by Kensy Cooperrider, with help from Assistant Producer Urte Laukaityte and with creative support from DISI Directors Erica Cartmill and Jacob Foster. Our artwork is by Ben Oldroyd (https://www.mayhilldesigns.co.uk/). Our transcripts are created by Sarah Dopierala (https://sarahdopierala.wordpress.com/). You can subscribe to Many Minds on Apple, Stitcher, Spotify, Pocket Casts, Google Play, or ...
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    55 mins
  • From the archive: Medieval monks on memory, meditation, and mind-wandering

    From the archive: Medieval monks on memory, meditation, and mind-wandering
    Jul 10 2024
    Hi friends, we're on a brief summer break at the moment. We'll have a new episode for you in August. In the meanwhile, enjoy this pick from our archives! _____ [originally aired May 17, 2023] You know the feeling. You're trying to read or write or think through a project, maybe even just respond to an email, when your attention starts to drift. You may not even notice it until you've already picked up your phone or jumped tabs, until your mind has already wandered way off-piste. This problem of distraction has become a bit of a modern-day obsession. We now fret about how to stay focused, how to avoid time-sucks, how to use our attention wisely. But it turns out this fixation of ours—contemporary as it may seem—is really not so new. My guest today is Dr. Jamie Kreiner, Professor of History at the University of Georgia. Jamie is the author of a new book titled The Wandering Mind: What Medieval Monks Tell us about Distraction. In the book, Jamie shows that Christian monks in late antiquity and the early middle ages were—like us—a bit obsessed with attention. And their understanding of attention fit within a broad and often remarkably detailed understanding of the mind. In this conversation, Jamie and I talk about why monks in this era cared so much about distraction. We discuss how they understood the relationship between mind and body; how they conceptualized memory, meditation, and mind-wandering. We discuss some of the mnemonic techniques they used, some of the graphical and textual devices that helped keep them focused, and some of the metaphors and visualization techniques they innovated. Along the way we also touch on fasting, sleep, demons and angels, the problem of discernment, the state of pure prayer, the Six Wings mnemonic device, metacognitive maneuvering, and much more. I’ll just say I really enjoyed The Wandering Mind. As Jamie and I chat about here, the book illuminates an earlier understanding of human psychology that feels deeply familiar in some ways, and delightfully strange in others. I think you definitely get a sense of that in this conversation. Alright friends, on to my chat with Dr. Jamie Kreiner. Enjoy! A transcript of this episode is available here. Notes and links 4:00 – A webpage devoted to the Ark of Hugh of Saint Victor. 6:30 – For a detailed (and positive) review essay about The Wandering Mind, see here. 11:30 ­– The Redwall books, by Brian Jacques, are well known for featuring elaborate feasts. An article about some of the best of these. 18:30 – For more on how the body was understood in the early Christian world, see The Burden of the Flesh. 26:30 – Text written continuously is known as scripta continua. 27:30 – Articles that celebrate medieval marginalia can be found here, here, and here. 40:00 – An article about the Six Wings mnemonic. For more on mnemonic techniques in the medieval world, see Mary Carruthers’ book. 53:00 – On the idea of “pure prayer,” see the book, The Ladder of Prayer and the Ship of Stirrings. 57:30 – Dr. Kreiner’s next book, which comes out in January 2024, is a translation of some of John Cassian’s work on distraction. Dr. Kreiner’s book recommendations can be found in a recent article here. Many Minds is a project of the Diverse Intelligences Summer Institute, which is made possible by a generous grant from the Templeton World Charity Foundation to UCLA. It is hosted and produced by Kensy Cooperrider, with help from Assistant Producer Urte Laukaityte and with creative support from DISI Directors Erica Cartmill and Jacob Foster. Our artwork is by Ben Oldroyd. Our transcripts are created by Sarah Dopierala. Subscribe to Many Minds on Apple, Stitcher, Spotify, Pocket Casts, Google Play, or wherever you listen to podcasts. You can also now subscribe to the Many Minds newsletter here! We welcome your comments, questions, and suggestions. Feel free to email us at: manymindspodcast@gmail.com. For updates about the show, visit our website or follow us on Twitter: @ManyMindsPod.
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    1 hr and 2 mins