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Ed Webb

How to Turn Your Syllabus into an Infographic - The Visual Communication Guy - 0 views

  • If you’re ever going to turn a syllabus into an infographic, you must, MUST reduce the amount of text you are using. There are, of course, important things you’ll want and must include, but you can’t think of this document as ten pages of paragraphs. Strip down to only the essential information, with a bit of added info where you  think some flare or excitement is needed. Remember: your students are smart people. They can understand documents quickly without a bunch of extra fluff, so remove all the unnecessary stuff.
  • Once you’ve determined the sections, it’s easier to think about what relates to what and how you might organize your syllabus in a way that makes sense for your students.
  • try drawing it out on sketch paper first. While this will seem like an annoying task for most people, trust me when I say that it will save you a lot of time in the long run
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  • If there is anything on your syllabus that can be quantified (like percentages for grades or assignments), consider making bar graphs or pie charts to visually represent it. This is helpful, too, so students can visually understand, very quickly, how much weight is given to each project.
  • Remember to only use pictures that you either created yourself (own the copyright) or that you found through creative commons or public domain websites. Don’t use ugly clipart or images that you don’t have permission to use. A great place to find free icons? Flaticon.com.
  • Remember to reduce as much text as possible and supplement what you write with an image. Consider using the images of your required textbooks, for example, and use icons and graphics that relate to each section.
  • Adobe InDesign
  • Don’t get so caught up in designing a cool infographic about your course that you forget to include information about accessibility, Title IX, academic dishonesty, and other related information. I might recommend not going too fancy on the institution-wide policies. You might still keep that in paragraph form, just so that there is no way to misinterpret what your institution wants you to say.
Ed Webb

The trouble with Khan Academy - Casting Out Nines - The Chronicle of Higher Education - 1 views

  • When we say that someone has “learned” a subject, we typically mean that they have shown evidence of mastery not only of basic cognitive processes like factual recall and working mechanical exercises but also higher-level tasks like applying concepts to new problems and judging between two equivalent concepts. A student learning calculus, for instance, needs to demonstrate that s/he can do things like take derivatives of polynomials and use the Chain Rule. But if this is all they can demonstrate, then it’s stretching it to say that the student has “learned calculus”, because calculus is a lot more than just executing mechanical processes correctly and quickly.
  • Even if the student can solve optimization or related rates problems just like the ones in the book and in the lecture — but doesn’t know how to start if the optimization or related rates problem does not match their template — then the student hasn’t really learned calculus. At that point, those “applied” problems are just more mechanical processes. We may say the student has learned about calculus, but when it comes to the uses of the subject that really matter — applying calculus concepts to ambiguous and/or complex problems, choosing the best of equivalent methods or results, creating models to solve novel problems — this student’s calculus knowledge is not of much use.
  • Khan Academy is great for learning about lots of different subjects. But it’s not really adequate for learning those subjects on a level that really makes a difference in the world.
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  • mechanical skill is a proper subset of the set of all tasks a student needs to master in order to really learn a subject. And a lecture, when well done, can teach novice learners how to think like expert learners; but in my experience with Khan Academy videos, this isn’t what happens — the videos are demos on how to finish mathematics exercises, with little modeling of the higher-level thinking skills that are so important for using mathematics in the real world.
  • The Khan Academy is a great new resource, and it's a sign of greater things to come... but it's much more akin to a book than a teacher.
Ed Webb

Keep the 'Research,' Ditch the 'Paper' - Commentary - The Chronicle of Higher Education - 1 views

  • we need to construct meaningful opportunities for students to actually engage in research—to become modest but real contributors to the research on an actual question. When students write up the work they’ve actually performed, they create data and potential contributions to knowledge, contributions that can be digitally published or shared with a target community
  • Schuman’s critique of traditional writing instruction is sadly accurate. The skill it teaches most students is little more than a smash-and-grab assault on the secondary literature. Students open a window onto a search engine or database. They punch through to the first half-dozen items. Snatching random gems that seem to support their preconceived thesis, they change a few words, cobble it all together with class notes in the form of an argument, and call it "proving a thesis."
  • What happens when a newly employed person tries to pass off quote-farmed drivel as professional communication?
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  • Generally these papers are just pumped-up versions of the five-paragraph essay, with filler added. Thesis-driven, argumentative, like the newspaper editorials the genre is based on, this "researched writing" promises to solve big questions with little effort: "Reproductive rights resolved in five pages!"
  • Actual writing related to research is modest, qualified, and hesitant
  • our actual model involves elaborately respectful conversation, demonstrating sensitivity to the most nuanced claims of previous researchers
  • Academic, legal, medical, and business writing has easily understandable conventions. We responsibly survey the existing literature, formally or informally creating an annotated bibliography. We write a review of the literature, identifying a "blank" spot ignored by other scholars, or a "bright" spot where we see conflicting evidence. We describe the nature of our research in terms of a contribution to the blank or bright spot in that conversation. We conclude by pointing to further questions.
  • Millions of pieces of research writing that aren’t essays usefully circulate in the profession through any number of sharing technologies, including presentations and posters; grant and experiment proposals; curated, arranged, translated, or visualized data; knowledgeable dialogue in online media with working professionals; independent journalism, arts reviews, and Wikipedia entries; documentary pitches, scripts and storyboards; and informative websites.
  • real researchers don’t write a word unless they have something to contribute. We should teach our students to do the same
Ed Webb

The Wired Campus - Bringing Alumni Back to the Classroom, Virtually - The Chronicle of ... - 1 views

  • In an effort to engage former students with events on campus, Colgate University is using Webcast technology to allow even the most remote alumni to watch and participate when prominent writers visit the school.
  • “There’s a real appetite for intellectual engagement among our alumni,” he says. “They miss the classroom and the Colgate liberal-arts experience, and now we have the means to give it to them again.”Mr. Mansfield says that while the class might be costly for the English department -- authors don’t come cheap -- the decision to pay for the universal broadcast was a “no brainer” since the school already had the technology and had to pay only a “negligible” monthly fee to run the site on Livestream.
Ed Webb

Letting Us Rip: Our New Right to Fair Use of DVDs - ProfHacker - The Chronicle of Highe... - 0 views

  • Motion pictures on DVDs that are lawfully made and acquired and that are protected by the Content Scrambling System [CSS] when circumvention is accomplished solely in order to accomplish the incorporation of short portions of motion pictures into new works for the purpose of criticism or comment, and where the person engaging in circumvention believes and has reasonable grounds for believing that circumvention is necessary to fulfill the purpose of the use in the following instances: (i) Educational uses by college and university professors and by college and university film and media studies students; (ii) Documentary filmmaking; (iii) Noncommercial videos. [Note: the term "motion picture" does not solely mean feature films—for the Library of Congress, it refers to "audiovisual works consisting of a series of related images which, when shown in succession, impart an impression of motion, together with accompanying sounds, if any." Hence, the term includes television, animation, and pretty much any moving image to be found on DVD.]
  • the longer explanation from the Library of Congress specifies that circumventing CSS on a DVD is only justified when non-circumventing methods, such as videotaping the screen while playing the DVD or using screen-capture tools through a computer, are unacceptable due to inadequate audio or visual quality. But nevertheless, this ruling greatly expands who can use ripping software to clip DVDs for academic and transformative use, including a range of derivative works like remix videos and documentaries.
  • Now, no matter your discipline, you (or your technological partners) can do what I've been doing for the past three years: assemble a personal (or departmental) library of clips to access for class lectures. Now we can expand the use of those clips to embed in conference presentations, public lectures, digital publications, companion websites or DVDs to include with print publications, or other innovative uses that had otherwise been stifled by legal restrictions. For me, having a hard drive full of video clips on hand enables a mode of improvisation not available with DVDs—if discussion shifts to talking about an example of a film or television show that I've ripped a clip for another course, I can instantly play it in class even without planning in advance by bringing the DVD. Think of the conference presentations you've seen where a presenter fumbles over cuing and swapping DVDs—with a little bit of planning, clips can be directly embedded into a slideshow to avoid awkwardly wasting time.
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  • Fair Use isn't a NEW right under the exemptions, but a REAFFIRMED and RESTORED right
  • .wav, .mpeg, .mp3, .avi are all formats and codecs with owners.
Ed Webb

Mind - Research Upends Traditional Thinking on Study Habits - NYTimes.com - 1 views

  • instead of sticking to one study location, simply alternating the room where a person studies improves retention. So does studying distinct but related skills or concepts in one sitting, rather than focusing intensely on a single thing. “We have known these principles for some time, and it’s intriguing that schools don’t pick them up, or that people don’t learn them by trial and error,” said Robert A. Bjork, a psychologist at the University of California, Los Angeles. “Instead, we walk around with all sorts of unexamined beliefs about what works that are mistaken.”
  • The brain makes subtle associations between what it is studying and the background sensations it has at the time, the authors say, regardless of whether those perceptions are conscious. It colors the terms of the Versailles Treaty with the wasted fluorescent glow of the dorm study room, say; or the elements of the Marshall Plan with the jade-curtain shade of the willow tree in the backyard. Forcing the brain to make multiple associations with the same material may, in effect, give that information more neural scaffolding.
  • Cognitive scientists do not deny that honest-to-goodness cramming can lead to a better grade on a given exam. But hurriedly jam-packing a brain is akin to speed-packing a cheap suitcase, as most students quickly learn — it holds its new load for a while, then most everything falls out. “With many students, it’s not like they can’t remember the material” when they move to a more advanced class, said Henry L. Roediger III, a psychologist at Washington University in St. Louis. “It’s like they’ve never seen it before.”
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  • An hour of study tonight, an hour on the weekend, another session a week from now: such so-called spacing improves later recall, without requiring students to put in more overall study effort or pay more attention, dozens of studies have found.
  • “The idea is that forgetting is the friend of learning,” said Dr. Kornell. “When you forget something, it allows you to relearn, and do so effectively, the next time you see it.”
  • cognitive scientists see testing itself — or practice tests and quizzes — as a powerful tool of learning, rather than merely assessment. The process of retrieving an idea is not like pulling a book from a shelf; it seems to fundamentally alter the way the information is subsequently stored, making it far more accessible in the future.
  • “Testing not only measures knowledge but changes it,” he says — and, happily, in the direction of more certainty, not less.
  • “Testing has such bad connotation; people think of standardized testing or teaching to the test,” Dr. Roediger said. “Maybe we need to call it something else, but this is one of the most powerful learning tools we have.”
  • The harder it is to remember something, the harder it is to later forget. This effect, which researchers call “desirable difficulty,”
Ed Webb

Views: How Tweet It Is - Inside Higher Ed - 0 views

  • Part of my interest in this turn to Twitter comes from disappointment with most university press blogs, which often seem more like PR vehicles than genuine blogs with discussion, disagreement, expressions of real enthusiasm or curiosity or whatever. Reading very many of them at one sitting feels like attending a banquet where you are served salt-free soda crackers and caffeine-free Mountain Dew that's gone flat.By contrast, university-press publicists seem more inclined to experiment and to follow tangents with Twitter than they do on their own official websites. They link to material they have posted at the press’s blog, of course – but also to news and commentary that may be only obliquely related to the books in their catalog. It’s as if they escape from beneath the institutional superego long enough to get into the spirit of blogging, proper.
  • The range and the interest of Duke's tweets make its presence exemplary, in my opinion. Between drafting and rewriting this column, for example, I followed Duke's tweets to a newspaper article about whether or not English was approaching one million words, a blog post about rock songs cued to Joyce's Ulysses, and the Twitter feed of Duke author Negar Mottahedeh, who has been posting about events in Iran.
  • She then makes a point that bears stressing given how often university-press blogs tend to be coated in institutional gray: “I think that any kind of social networking needs to have a personality tied to it in order for it to be successful. Also, I think you really need to participate in the media in order for it to be successful. We ask people for questions and opinions, offer giveaways sometimes. My main goal is to try to get people talking -- either with me or with each other about our books and authors.... You can't just provide information or news feeds to reviews and articles about your books. Involving the Press in what is going, contributing to the various discussions, and asking (and answering) questions is really the way to grow your following.”
Ed Webb

It's Time To Hide The Noise - 0 views

  • the noise is worse than ever. Indeed, it is being magnified every day as more people pile onto Twitter and Facebook and new apps yet to crest like Google Wave. The data stream is growing stronger, but so too is the danger of drowning in all that information.
  • the fact that Seesmic or TweetDeck or any of these apps can display 1,200 Tweets at once is not a feature, it’s a bug
  • if you think Twitter is noisy, wait until you see Google Wave, which doesn’t hide anything at all.  Imagine that Twhirl image below with a million dialog boxes on your screen, except you see as other people type in their messages and add new files and images to the conversation, all at once as it is happening.  It’s enough to make your brain explode.
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  • all I need is two columns: the most recent Tweets from everyone I follow (the standard) and the the most interesting tweets I need to pay attention to.  Recent and Interesting.  This second column is the tricky one.  It needs to be automatically generated and personalized to my interests at that moment.
  • search is broken on Twitter.  Unless you know the exact word you are looking for, Tweets with related terms won’t show up.  And there is no way to sort searches by relevance, it is just sorted by chronology.
Ed Webb

The Future of WPMu at bavatuesdays - 1 views

  • I grab feeds from external blogs all the time that are related to UMW an pull them into our sitewide “tags” blog (the name tags here is confusing, it is simply a republishing of everything in the entire WPMu install) with FeedWordPress. For example, I stumbled across this post in the tags blog on UMW Blogs tonight, which was actually being pulled in from a WordPress.com blog of a student who graduated years ago, but regularly blogs about her work in historic preservation.  This particular post was all about a book she read as an undergraduate in Historic Preservation, and how great a resource it is.  A valuable post, especially since the professor who recommended that book, W. Brown Morton, retired last year. There is a kind of eternal echo in a system like this that students, faculty, and staff can continue to feed into a community of teaching and learning well beyond their matriculation period, or even their career.
  • what we are doing as instructional technologists, scholars and students in higher ed right now is much bigger than a particular blogging system or software, I see my job as working with people to imagine the implications and possibilities of managing and maintaining their digital identity in a moment when we are truly in a deep transformation of information, identity, and scholarship.
  • we’ll host domains that professors purchase and, ideally, map all their domains onto one WP install that can manage many multi-blogging solutions from one install.  The whole Russian Doll thing that WPMu can do with the Multi-Site Manager plugin. So you offer a Bluehost like setup for faculty, and if that is too much, allow them to map a domain, take control of their own course work, and encourage an aggregated course management model that pushes students to take control of their digital identity and spaces by extension.  Giving students a space and voice on your domain or application is not the same as asking them to create, manage and maintain their own space.  Moreover, it doesn’t feed into the idea of a digital trajectory that starts well before they come to college and will end well after they leave.  This model extends the community, and brings in key resources like a recent graduate discussing an out-of-print historic preservation text book a retired professor assigned to be one of the best resources for an aspiring Preservation graduate student. This is what it is all about, right there, and it’s not gonna happen in silos and on someone else’s space, we need to provision, empower, and imagine the merge as a full powered move to many. many domains of one’s own.
Ed Webb

K-12 Media Literacy No Panacea for Fake News, Report Argues - Digital Education - Educa... - 0 views

  • "Media literacy has long focused on personal responsibility, which can not only imbue individuals with a false sense of confidence in their skills, but also put the onus of monitoring media effects on the audience, rather than media creators, social media platforms, or regulators,"
  • the need to better understand the modern media environment, which is heavily driven by algorithm-based personalization on social-media platforms, and the need to be more systematic about evaluating the impact of various media-literacy strategies and interventions
  • In response, bills to promote media literacy in schools have been introduced or passed in more than a dozen states. A range of nonprofit, corporate, and media organizations have stepped up efforts to promote related curricula and programs. Such efforts should be applauded—but not viewed as a "panacea," the Data & Society researchers argue.
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  • existing efforts "focus on the interpretive responsibilities of the individual,"
  • "if bad actors intentionally dump disinformation online with an aim to distract and overwhelm, is it possible to safeguard against media manipulation?"
  • A 2012 meta-analysis by academic researchers found that media literacy efforts could help boost students' critical awareness of messaging, bias, and representation in the media they consumed. There have been small studies suggesting that media-literacy efforts can change students' behaviors—for example, by making them less likely to seek out violent media for their own consumption. And more recently, a pair of researchers found that media-literacy training was more important than prior political knowledge when it comes to adopting a critical stance to partisan media content.
  • the roles of institutions, technology companies, and governments
Ed Webb

9 Ways Online Teaching Should be Different from Face-to-Face | Cult of Pedagogy - 0 views

  • Resist the temptation to dive right into curriculum at the start of the school year. Things will go more smoothly if you devote the early weeks to building community so students feel connected. Social emotional skills can be woven in during this time. On top of that, students need practice with whatever digital tools you’ll be using. So focus your lessons on those things, intertwining the two when possible. 
  • Online instruction is made up largely of asynchronous instruction, which students can access at any time. This is ideal, because requiring attendance for synchronous instruction puts some students at an immediate disadvantage if they don’t have the same access to technology, reliable internet, or a flexible home schedule. 
  • you’re likely to offer “face-to-face” or synchronous opportunities at some point, and one way to make them happen more easily is to have students meet in small groups. While it’s nearly impossible to arrange for 30 students to attend a meeting at once, assigning four students to meet is much more manageable.
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  • What works best, Kitchen says, is to keep direct instruction—things like brief video lectures and readings—in asynchronous form, using checks for understanding like embedded questions or exit slips.  You can then use synchronous meetings for more interactive, engaging work. “If we want students showing up, if we want them to know that this is worth their time,” Kitchen explains, “it really needs to be something active and engaging for them. Any time they can work with the material, categorize it, organize it, share further thoughts on it, have a discussion, all of those are great things to do in small groups.” 
  • The Jigsaw method, where students form expert groups on a particular chunk of content, then teach that content to other students. Discussion strategies adapted for virtual settingsUsing best practices for cooperative learning Visible Thinking routinesGamestorming and other business related protocols adapted for education, where students take on the role of customers/stakeholders
  • What really holds leverage for the students? What has endurance? What knowledge is essential?What knowledge and skills do students need to have before they move to the next grade level or the next class?What practices can be emphasized that transfer across many content areas?  Skills like analyzing, constructing arguments, building a strong knowledge base through texts, and speaking can all be taught through many different subjects. What tools can serve multiple purposes? Teaching students to use something like Padlet gives them opportunities to use audio, drawing, writing, and video. Non-digital tools can also work: Students can use things they find around the house, like toilet paper rolls, to fulfill other assignments, and then submit their work with a photo.
  • Online instruction is not conducive to covering large amounts of content, so you have to choose wisely, teaching the most important things at a slower pace.
  • Provide instructions in a consistent location and at a consistent time. This advice was already given for parents, but it’s worth repeating here through the lens of instructional design: Set up lessons so that students know where to find instructions every time. Make instructions explicit. Read and re-read to make sure these are as clear as possible. Make dogfooding your lessons a regular practice to root out problem areas.Offer multimodal instructions. If possible, provide both written and video instructions for assignments, so students can choose the format that works best for them. You might also offer a synchronous weekly or daily meeting; what’s great about doing these online is that even if you teach several sections of the same class per day, students are no longer restricted to class times and can attend whatever meeting works best for them.
  • put the emphasis on formative feedback as students work through assignments and tasks, rather than simply grading them at the end. 
  • In online learning, Kitchen says, “There are so many ways that students can cheat, so if we’re giving them just the traditional quiz or test, it’s really easy for them to be able to just look up that information.” A great solution to this problem is to have students create things.
  • For assessment, use a detailed rubric that highlights the learning goals the end product will demonstrate. A single-point rubric works well for this.To help students discover tools to work with, this list of tools is organized by the type of product each one creates. Another great source of ideas is the Teacher’s Guide to Tech.When developing the assignment, rather than focusing on the end product, start by getting clear on what you want students to DO with that product.
  • Clear and consistent communicationCreating explicit and consistent rituals and routinesUsing research-based instructional strategiesDetermining whether to use digital or non-digital tools for an assignment A focus on authentic learning, where authentic products are created and students have voice and choice in assignments
Ed Webb

The Ed-Tech Imaginary - 0 views

  • We can say "Black lives matter," but we must also demonstrate through our actions that Black lives matter, and that means we must radically alter many of our institutions and practices, recognizing their inhumanity and carcerality. And that includes, no doubt, ed-tech. How much of ed-tech is, to use Ruha Benjamin's phrase, "the new Jim Code"? How much of ed-tech is designed by those who imagine students as cheats or criminals, as deficient or negligent?
  • "Reimagining" is a verb that education reformers are quite fond of. And "reimagining" seems too often to mean simply defunding, privatizing, union-busting, dismantling, outsourcing.
  • if Betsy DeVos is out there "reimagining," then we best be resisting
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  • think we can view the promotion of ed-tech as a similar sort of process — the stories designed to convince us that the future of teaching and learning will be a technological wonder. The "jobs of the future that don't exist yet." The push for everyone to "learn to code."
  • The Matrix is, after all, a dystopia. So why would Matrix-style learning be desirable? Maybe that's the wrong question. Perhaps it's not so much that it's desirable, but it's just how our imaginations have been constructed, constricted even. We can't imagine any other ideal but speed and efficiency.
  • The first science fiction novel, published over 200 years ago, was in fact an ed-tech story: Mary Shelley's Frankenstein. While the book is commonly interpreted as a tale of bad science, it is also the story of bad education — something we tend to forget if we only know the story through the 1931 film version
  • Teaching machines and robot teachers were part of the Sixties' cultural imaginary — perhaps that's the problem with so many Boomer ed-reform leaders today. But that imaginary — certainly in the case of The Jetsons — was, upon close inspection, not always particularly radical or transformative. The students at Little Dipper Elementary still sat in desks in rows. The teacher still stood at the front of the class, punishing students who weren't paying attention.
  • we must also decolonize the ed-tech imaginary
  • Zuckerberg gave everyone at Facebook a copy of the Ernest Cline novel Ready Player One, for example, to get them excited about building technology for the future — a book that is really just a string of nostalgic references to Eighties white boy culture. And I always think about that New York Times interview with Sal Khan, where he said that "The science fiction books I like tend to relate to what we're doing at Khan Academy, like Orson Scott Card's 'Ender's Game' series." You mean, online math lectures are like a novel that justifies imperialism and genocide?! Wow.
  • This ed-tech imaginary is segregated. There are no Black students at the push-button school. There are no Black people in The Jetsons — no Black people living the American dream of the mid-twenty-first century
  • Part of the argument I make in my book is that much of education technology has been profoundly shaped by Skinner, even though I'd say that most practitioners today would say that they reject his theories; that cognitive science has supplanted behaviorism; and that after Ayn Rand and Noam Chomsky trashed Beyond Freedom and Dignity, no one paid attention to Skinner any more — which is odd considering there are whole academic programs devoted to "behavioral design," bestselling books devoted to the "nudge," and so on.
  • so much of the ed-tech imaginary is wrapped up in narratives about the Hero, the Weapon, the Machine, the Behavior, the Action, the Disruption. And it's so striking because education should be a practice of care, not conquest
Ed Webb

ChatGPT Is Nothing Like a Human, Says Linguist Emily Bender - 0 views

  • Please do not conflate word form and meaning. Mind your own credulity.
  • We’ve learned to make “machines that can mindlessly generate text,” Bender told me when we met this winter. “But we haven’t learned how to stop imagining the mind behind it.”
  • A handful of companies control what PricewaterhouseCoopers called a “$15.7 trillion game changer of an industry.” Those companies employ or finance the work of a huge chunk of the academics who understand how to make LLMs. This leaves few people with the expertise and authority to say, “Wait, why are these companies blurring the distinction between what is human and what’s a language model? Is this what we want?”
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  • “We call on the field to recognize that applications that aim to believably mimic humans bring risk of extreme harms,” she co-wrote in 2021. “Work on synthetic human behavior is a bright line in ethical Al development, where downstream effects need to be understood and modeled in order to block foreseeable harm to society and different social groups.”
  • chatbots that we easily confuse with humans are not just cute or unnerving. They sit on a bright line. Obscuring that line and blurring — bullshitting — what’s human and what’s not has the power to unravel society
  • She began learning from, then amplifying, Black women’s voices critiquing AI, including those of Joy Buolamwini (she founded the Algorithmic Justice League while at MIT) and Meredith Broussard (the author of Artificial Unintelligence: How Computers Misunderstand the World). She also started publicly challenging the term artificial intelligence, a sure way, as a middle-aged woman in a male field, to get yourself branded as a scold. The idea of intelligence has a white-supremacist history. And besides, “intelligent” according to what definition? The three-stratum definition? Howard Gardner’s theory of multiple intelligences? The Stanford-Binet Intelligence Scale? Bender remains particularly fond of an alternative name for AI proposed by a former member of the Italian Parliament: “Systematic Approaches to Learning Algorithms and Machine Inferences.” Then people would be out here asking, “Is this SALAMI intelligent? Can this SALAMI write a novel? Does this SALAMI deserve human rights?”
  • Tech-makers assuming their reality accurately represents the world create many different kinds of problems. The training data for ChatGPT is believed to include most or all of Wikipedia, pages linked from Reddit, a billion words grabbed off the internet. (It can’t include, say, e-book copies of everything in the Stanford library, as books are protected by copyright law.) The humans who wrote all those words online overrepresent white people. They overrepresent men. They overrepresent wealth. What’s more, we all know what’s out there on the internet: vast swamps of racism, sexism, homophobia, Islamophobia, neo-Nazism.
  • One fired Google employee told me succeeding in tech depends on “keeping your mouth shut to everything that’s disturbing.” Otherwise, you’re a problem. “Almost every senior woman in computer science has that rep. Now when I hear, ‘Oh, she’s a problem,’ I’m like, Oh, so you’re saying she’s a senior woman?”
  • “We haven’t learned to stop imagining the mind behind it.”
  • In March 2021, Bender published “On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?” with three co-authors. After the paper came out, two of the co-authors, both women, lost their jobs as co-leads of Google’s Ethical AI team.
  • “On the Dangers of Stochastic Parrots” is not a write-up of original research. It’s a synthesis of LLM critiques that Bender and others have made: of the biases encoded in the models; the near impossibility of studying what’s in the training data, given the fact they can contain billions of words; the costs to the climate; the problems with building technology that freezes language in time and thus locks in the problems of the past. Google initially approved the paper, a requirement for publications by staff. Then it rescinded approval and told the Google co-authors to take their names off it. Several did, but Google AI ethicist Timnit Gebru refused. Her colleague (and Bender’s former student) Margaret Mitchell changed her name on the paper to Shmargaret Shmitchell, a move intended, she said, to “index an event and a group of authors who got erased.” Gebru lost her job in December 2020, Mitchell in February 2021. Both women believe this was retaliation and brought their stories to the press. The stochastic-parrot paper went viral, at least by academic standards. The phrase stochastic parrot entered the tech lexicon.
  • Tech execs loved it. Programmers related to it. OpenAI CEO Sam Altman was in many ways the perfect audience: a self-identified hyperrationalist so acculturated to the tech bubble that he seemed to have lost perspective on the world beyond. “I think the nuclear mutually assured destruction rollout was bad for a bunch of reasons,” he said on AngelList Confidential in November. He’s also a believer in the so-called singularity, the tech fantasy that, at some point soon, the distinction between human and machine will collapse. “We are a few years in,” Altman wrote of the cyborg merge in 2017. “It’s probably going to happen sooner than most people think. Hardware is improving at an exponential rate … and the number of smart people working on AI is increasing exponentially as well. Double exponential functions get away from you fast.” On December 4, four days after ChatGPT was released, Altman tweeted, “i am a stochastic parrot, and so r u.”
  • “This is one of the moves that turn up ridiculously frequently. People saying, ‘Well, people are just stochastic parrots,’” she said. “People want to believe so badly that these language models are actually intelligent that they’re willing to take themselves as a point of reference and devalue that to match what the language model can do.”
  • The membrane between academia and industry is permeable almost everywhere; the membrane is practically nonexistent at Stanford, a school so entangled with tech that it can be hard to tell where the university ends and the businesses begin.
  • “No wonder that men who live day in and day out with machines to which they believe themselves to have become slaves begin to believe that men are machines.”
  • what’s tenure for, after all?
  • LLMs are tools made by specific people — people who stand to accumulate huge amounts of money and power, people enamored with the idea of the singularity. The project threatens to blow up what is human in a species sense. But it’s not about humility. It’s not about all of us. It’s not about becoming a humble creation among the world’s others. It’s about some of us — let’s be honest — becoming a superspecies. This is the darkness that awaits when we lose a firm boundary around the idea that humans, all of us, are equally worthy as is.
  • The AI dream is “governed by the perfectibility thesis, and that’s where we see a fascist form of the human.”
  • “Why are you trying to trick people into thinking that it really feels sad that you lost your phone?”
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