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Ed Webb

Guest Post: The Complexities of Certainty | Just Visiting - 0 views

  • Privileges abound in academia, but so do experiences of loss, instability and fear. And into this situation we were called to respond to a pandemic.
  • It is tempting to reach for certainties when everything around us is in chaos, and for a vast swath of higher ed instructors, the rapid shift from face-to-face teaching to emergency distance learning has been chaos. Small wonder, then, that people have offered -- and clung to -- advice that seeks to bring order to disorder. Many people have advised instructors to prioritize professionalism, ditching the sweatpants and putting away the visible clutter in our homes before making a Zoom call, upholding concepts like "rigor" so that our standards do not slip. To some, these appeals to universal principles are right-minded and heartening, a bulwark against confusion and disarray. But to others they have felt oppressive, even dangerously out of touch with the world in which we and our students live.
  • certainties can be dangerous; their very power is based upon reifying well-worn inequities dressed up as tradition
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  • there is no objective standard of success that we reach when we insist on rigor, which is too often deployed in defense of practices that are ableist and unkind
  • We are not just teachers, or scholars, or professionals. We are individuals thrown back in varying degrees on our own resources, worried about ourselves and our families and friends as we navigate the effects of COVID-19. Many of us are deeply anxious and afraid. Our pre-existing frailties have been magnified; we feel vulnerable, distracted and at sea. Our loved ones are sick, even dying. This is trauma. Few of us have faced such world-changing circumstances before, and as our minds absorb the impact of that reality, our brains cannot perform as capably as they usually would.
  • The most professional people I know right now are those who show up, day after day, to teach under extraordinary circumstances. Perhaps they do it with their laundry waiting to be folded, while their children interrupt, thinking constantly of their loved ones, weathering loneliness, wearing sweatpants and potentially in need of a haircut. But I know they do it while acknowledging this is not the world in which we taught two months before, and that every student is facing disruption, uncertainty and distraction. They do it creatively, making room for the unexpected, challenging their students, with the world a participant in the conversation.
Ed Webb

'There is no standard': investigation finds AI algorithms objectify women's bodies | Ar... - 0 views

  • AI tags photos of women in everyday situations as sexually suggestive. They also rate pictures of women as more “racy” or sexually suggestive than comparable pictures of men.
  • “You cannot have one single uncontested definition of raciness.”
  • “Objectification of women seems deeply embedded in the system.”
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  • Shadowbanning has been documented for years, but the Guardian journalists may have found a missing link to understand the phenomenon: biased AI algorithms. Social media platforms seem to leverage these algorithms to rate images and limit the reach of content that they consider too racy. The problem seems to be that these AI algorithms have built-in gender bias, rating women more racy than images containing men.
  • “You are looking at decontextualized information where a bra is being seen as inherently racy rather than a thing that many women wear every day as a basic item of clothing,”
  • suppressed the reach of countless images featuring women’s bodies, and hurt female-led businesses – further amplifying societal disparities.
  • these algorithms were probably labeled by straight men, who may associate men working out with fitness, but may consider an image of a woman working out as racy. It’s also possible that these ratings seem gender biased in the US and in Europe because the labelers may have been from a place with a more conservative culture
  • “There’s no standard of quality here,”
  • “I will censor as artistically as possible any nipples. I find this so offensive to art, but also to women,” she said. “I almost feel like I’m part of perpetuating that ridiculous cycle that I don’t want to have any part of.”
  • many people, including chronically ill and disabled folks, rely on making money through social media and shadowbanning harms their business
Ed Webb

A Conversation With Bill Gates - Technology - The Chronicle of Higher Education - 2 views

  • argues for radical reform of college teaching, advocating a move toward a "flipped" classroom, where students watch videos from superstar professors as homework and use class time for group projects and other interactive activities
  • it's much harder to then take it for the broad set of students in the institutional framework and decide, OK, where is technology the best and where is the face-to-face the best. And they don't have very good metrics of what is their value-added. If you try and compare two universities, you'll find out a lot more about the inputs—this university has high SAT scores compared to this one. And it's sort of the opposite of what you'd think. You'd think people would say, "We take people with low SATs and make them really good lawyers." Instead they say, "We take people with very high SATs and we don't really know what we create, but at least they're smart when they show up here so maybe they still are when we're done with them."
  • The various rankings have focused on the input side of the equation, not the output
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  • Something that's not purely digital but also that the efficiency of the face-to-face time is much greater
  • Can we transform this credentialing process? And in fact the ideal would be to separate out the idea of proving your knowledge from the way you acquire that knowledge
  • Employers have decided that having the breadth of knowledge that's associated with a four-year degree is often something they want to see in the people they give that job to. So instead of testing for that different profession, they'll be testing that you have that broader exposure
  • that failing student is a disaster for everyone
  • What is it that we need to do to strengthen this fundamental part of our country that both in a broad sort of economic level and an individual-rights level is the key enabler. And it's amazing how little effort's been put into this. Of saying, OK, why are some teachers at any different level way better than others? You've got universities in this country with a 7-percent completion rate. Why is it that they don't come under pressure to change what they're doing to come up with a better way of doing things?
  • We bet on the change agents within the universities. And so, various universities come to us and say, We have some ideas about completion rates, here are some things we want to try out, it's actually budget that holds us back from being able to do that. People come to us and say, We want to try a hybrid course where some piece is online, some piece is not, and we're aiming this at the students that are in the most need, not just the most elite. So that's who we're giving grants to, people who are trying out new things in universities. Now the idea that if you have a few universities that figure out how to do things well. how do you spread these best practices, that's a tough challenge. It's not the quite same way as in the private sector that if somebody's doing something better, the price signals force that to be adopted broadly. Here, things move very slowly even if they are an improvement.
  • Q. Some of what you've been talking about is getting people to completion by weeding out extraneous courses. There's a concern by some that that might create pressure to make universities into a kind of job-training area without the citizenship focus of that broad liberal-arts degree.
  • it is important to distinguish when people are taking extra courses that broaden them as a citizen and that would be considered a plus, versus they're just marking time because they're being held up because the capacity doesn't exist in the system to let them do what they want to do. As you go through the student survey data, it's mostly the latter. But I'm the biggest believer in taking a lot of different things. And hopefully, if these courses are appealing enough, we can get people even after they've finished a college degree to want to go online and take these courses.
  • Other countries are sending more kids to college. They're getting higher completion rates. They've moved ahead of us
  • There's nothing that was more important to me in terms of the kind of opportunity I had personally. I went to a great high school. I went to a great university. I only went three years, but it doesn't matter; it was still extremely valuable to me to be in that environment. And I had fantastic professors throughout that whole thing. And so, if every kid could have that kind of education, we'd achieve a lot of goals both at the individual and country level
  • One of the strengths of higher ed is the variety. But the variety has also meant that if somebody is doing something particularly well, it's hard to map that across a lot of different institutions. There aren't very many good metrics. At least in high schools we can talk about dropout rates. Completion rate was really opaque, and not talked about a lot. The quality-measure things are equally different. We don't have a gold standard like SAT scores or No Child Left Behind up at the collegiate level. And of course, kids are more dispersed in terms of what their career goals are at that point. So it's got some things that make it particularly challenging, but it has a lot in common, and I'd say it's equally important to get it right
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

Official Google Blog: More books in more places: public domain EPUB downloads on Google... - 0 views

  • Starting today, you'll be able to download these and over one million public domain books from Google Books in an additional format. We're excited to now offer downloads in EPUB format, a free and open industry standard for electronic books. It's supported by a wide variety of applications, so once you download a book, you'll be able to read it on any device or through any reading application that supports the format. That means that people will be able to access public domain works that we've digitized from libraries around the world in more ways, including some that haven't even been built or imagined yet.
Ed Webb

What Bruce Sterling Actually Said About Web 2.0 at Webstock 09 | Beyond the Beyond from... - 0 views

  • things in it that pretended to be ideas, but were not ideas at all: they were attitudes
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  • A sentence is a verbal construction meant to express a complete thought. This congelation that Tim O'Reilly constructed, that is not a complete thought. It's a network in permanent beta.
  • This chart is five years old now, which is 35 years old in Internet years, but intellectually speaking, it's still new in the world. It's alarming how hard it is to say anything constructive about this from any previous cultural framework.
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  • "The cloud as platform." That is insanely great. Right? You can't build a "platform" on a "cloud!" That is a wildly mixed metaphor! A cloud is insubstantial, while a platform is a solid foundation! The platform falls through the cloud and is smashed to earth like a plummeting stock price!
  • luckily, we have computers in banking now. That means Moore's law is gonna save us! Instead of it being really obvious who owes what to whom, we can have a fluid, formless ownership structure that's always in permanent beta. As long as we keep moving forward, adding attractive new features, the situation is booming!
  • Web 2.0 is supposed to be business. This isn't a public utility or a public service, like the old model of an Information Superhighway established for the public good.
  • it's turtles all the way down
  • "Tagging not taxonomy." Okay, I love folksonomy, but I don't think it's gone very far. There have been books written about how ambient searchability through folksonomy destroys the need for any solid taxonomy. Not really. The reality is that we don't have a choice, because we have no conceivable taxonomy that can catalog the avalanche of stuff on the Web.
  • JavaScript is the duct tape of the Web. Why? Because you can do anything with it. It's not the steel girders of the web, it's not the laws of physics of the web. Javascript is beloved of web hackers because it's an ultimate kludge material that can stick anything to anything. It's a cloud, a web, a highway, a platform and a floor wax. Guys with attitude use JavaScript.
  • Before the 1990s, nobody had any "business revolutions." People in trade are supposed to be very into long-term contracts, a stable regulatory environment, risk management, and predictable returns to stockholders. Revolutions don't advance those things. Revolutions annihilate those things. Is that "businesslike"? By whose standards?
  • I just wonder what kind of rattletrap duct-taped mayhem is disguised under a smooth oxymoron like "collective intelligence."
  • the people whose granular bits of input are aggregated by Google are not a "collective." They're not a community. They never talk to each other. They've got basically zero influence on what Google chooses to do with their mouseclicks. What's "collective" about that?
  • I really think it's the original sin of geekdom, a kind of geek thought-crime, to think that just because you yourself can think algorithmically, and impose some of that on a machine, that this is "intelligence." That is not intelligence. That is rules-based machine behavior. It's code being executed. It's a powerful thing, it's a beautiful thing, but to call that "intelligence" is dehumanizing. You should stop that. It does not make you look high-tech, advanced, and cool. It makes you look delusionary.
  • I'd definitely like some better term for "collective intelligence," something a little less streamlined and metaphysical. Maybe something like "primeval meme ooze" or "semi-autonomous data propagation." Even some Kevin Kelly style "neobiological out of control emergent architectures." Because those weird new structures are here, they're growing fast, we depend on them for mission-critical acts, and we're not gonna get rid of them any more than we can get rid of termite mounds.
  • Web 2.0 guys: they've got their laptops with whimsical stickers, the tattoos, the startup T-shirts, the brainy-glasses -- you can tell them from the general population at a glance. They're a true creative subculture, not a counterculture exactly -- but in their number, their relationship to the population, quite like the Arts and Crafts people from a hundred years ago. Arts and Crafts people, they had a lot of bad ideas -- much worse ideas than Tim O'Reilly's ideas. It wouldn't bother me any if Tim O'Reilly was Governor of California -- he couldn't be any weirder than that guy they've got already. Arts and Crafts people gave it their best shot, they were in earnest -- but everything they thought they knew about reality was blown to pieces by the First World War. After that misfortune, there were still plenty of creative people surviving. Futurists, Surrealists, Dadaists -- and man, they all despised Arts and Crafts. Everything about Art Nouveau that was sexy and sensual and liberating and flower-like, man, that stank in their nostrils. They thought that Art Nouveau people were like moronic children.
  • in the past eighteen months, 24 months, we've seen ubiquity initiatives from Nokia, Cisco, General Electric, IBM... Microsoft even, Jesus, Microsoft, the place where innovative ideas go to die.
  • what comes next is a web with big holes blown in it. A spiderweb in a storm. The turtles get knocked out from under it, the platform sinks through the cloud. A lot of the inherent contradictions of the web get revealed, the contradictions in the oxymorons smash into each other. The web has to stop being a meringue frosting on the top of business, this make-do melange of mashups and abstraction layers. Web 2.0 goes away. Its work is done. The thing I always loved best about Web 2.0 was its implicit expiration date. It really took guts to say that: well, we've got a bunch of cool initiatives here, and we know they're not gonna last very long. It's not Utopia, it's not a New World Order, it's just a brave attempt to sweep up the ashes of the burst Internet Bubble and build something big and fast with the small burnt-up bits that were loosely joined. That showed more maturity than Web 1.0. It was visionary, it was inspiring, but there were fewer moon rockets flying out of its head. "Gosh, we're really sorry that we accidentally ruined the NASDAQ." We're Internet business people, but maybe we should spend less of our time stock-kiting. The Web's a communications medium -- how 'bout working on the computer interface, so that people can really communicate? That effort was time well spent. Really.
  • The poorest people in the world love cellphones.
  • Digital culture, I knew it well. It died -- young, fast and pretty. It's all about network culture now.
  • There's gonna be a Transition Web. Your economic system collapses: Eastern Europe, Russia, the Transition Economy, that bracing experience is for everybody now. Except it's not Communism transitioning toward capitalism. It's the whole world into transition toward something we don't even have proper words for.
  • The Transition Web is a culture model. If it's gonna work, it's got to replace things that we used to pay for with things that we just plain use.
  • Not every Internet address was a dotcom. In fact, dotcoms showed up pretty late in the day, and they were not exactly welcome. There were dot-orgs, dot edus, dot nets, dot govs, and dot localities. Once upon a time there were lots of social enterprises that lived outside the market; social movements, political parties, mutual aid societies, philanthropies. Churches, criminal organizations -- you're bound to see plenty of both of those in a transition... Labor unions... not little ones, but big ones like Solidarity in Poland; dissident organizations, not hobby activists, big dissent, like Charter 77 in Czechoslovakia. Armies, national guards. Rescue operations. Global non-governmental organizations. Davos Forums, Bilderberg guys. Retired people. The old people can't hold down jobs in the market. Man, there's a lot of 'em. Billions. What are our old people supposed to do with themselves? Websurf, I'm thinking. They're wise, they're knowledgeable, they're generous by nature; the 21st century is destined to be an old people's century. Even the Chinese, Mexicans, Brazilians will be old. Can't the web make some use of them, all that wisdom and talent, outside the market?
  • I've never seen so much panic around me, but panic is the last thing on my mind. My mood is eager impatience. I want to see our best, most creative, best-intentioned people in world society directly attacking our worst problems. I'm bored with the deceit. I'm tired of obscurantism and cover-ups. I'm disgusted with cynical spin and the culture war for profit. I'm up to here with phony baloney market fundamentalism. I despise a prostituted society where we put a dollar sign in front of our eyes so we could run straight into the ditch. The cure for panic is action. Coherent action is great; for a scatterbrained web society, that may be a bit much to ask. Well, any action is better than whining. We can do better.
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

Clear backpacks, monitored emails: life for US students under constant surveillance | E... - 0 views

  • This level of surveillance is “not too over-the-top”, Ingrid said, and she feels her classmates are generally “accepting” of it.
  • One leading student privacy expert estimated that as many as a third of America’s roughly 15,000 school districts may already be using technology that monitors students’ emails and documents for phrases that might flag suicidal thoughts, plans for a school shooting, or a range of other offenses.
  • Some parents said they were alarmed and frightened by schools’ new monitoring technologies. Others said they were conflicted, seeing some benefits to schools watching over what kids are doing online, but uncertain if their schools were striking the right balance with privacy concerns. Many said they were not even sure what kind of surveillance technology their schools might be using, and that the permission slips they had signed when their kids brought home school devices had told them almost nothing
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  • When Dapier talks with other teen librarians about the issue of school surveillance, “we’re very alarmed,” he said. “It sort of trains the next generation that [surveillance] is normal, that it’s not an issue. What is the next generation’s Mark Zuckerberg going to think is normal?
  • “It’s the school as panopticon, and the sweeping searchlight beams into homes, now, and to me, that’s just disastrous to intellectual risk-taking and creativity.”
  • “They’re so unclear that I’ve just decided to cut off the research completely, to not do any of it.”
  • “They are all mandatory, and the accounts have been created before we’ve even been consulted,” he said. Parents are given almost no information about how their children’s data is being used, or the business models of the companies involved. Any time his kids complete school work through a digital platform, they are generating huge amounts of very personal, and potentially very valuable, data. The platforms know what time his kids do their homework, and whether it’s done early or at the last minute. They know what kinds of mistakes his kids make on math problems.
  • Felix, now 12, said he is frustrated that the school “doesn’t really [educate] students on what is OK and what is not OK. They don’t make it clear when they are tracking you, or not, or what platforms they track you on. “They don’t really give you a list of things not to do,” he said. “Once you’re in trouble, they act like you knew.”
  • As of 2018, at least 60 American school districts had also spent more than $1m on separate monitoring technology to track what their students were saying on public social media accounts, an amount that spiked sharply in the wake of the 2018 Parkland school shooting, according to the Brennan Center for Justice, a progressive advocacy group that compiled and analyzed school contracts with a subset of surveillance companies.
  • Many parents also said that they wanted more transparency and more parental control over surveillance. A few years ago, Ben, a tech professional from Maryland, got a call from his son’s principal to set up an urgent meeting. His son, then about nine or 10-years old, had opened up a school Google document and typed “I want to kill myself.” It was not until he and his son were in a serious meeting with school officials that Ben found out what happened: his son had typed the words on purpose, curious about what would happen. “The smile on his face gave away that he was testing boundaries, and not considering harming himself,” Ben said. (He asked that his last name and his son’s school district not be published, to preserve his son’s privacy.) The incident was resolved easily, he said, in part because Ben’s family already had close relationships with the school administrators.
  • there is still no independent evaluation of whether this kind of surveillance technology actually works to reduce violence and suicide.
  • Certain groups of students could easily be targeted by the monitoring more intensely than others, she said. Would Muslim students face additional surveillance? What about black students? Her daughter, who is 11, loves hip-hop music. “Maybe some of that language could be misconstrued, by the wrong ears or the wrong eyes, as potentially violent or threatening,” she said.
  • The Parent Coalition for Student Privacy was founded in 2014, in the wake of parental outrage over the attempt to create a standardized national database that would track hundreds of data points about public school students, from their names and social security numbers to their attendance, academic performance, and disciplinary and behavior records, and share the data with education tech companies. The effort, which had been funded by the Gates Foundation, collapsed in 2014 after fierce opposition from parents and privacy activists.
  • “More and more parents are organizing against the onslaught of ed tech and the loss of privacy that it entails. But at the same time, there’s so much money and power and political influence behind these groups,”
  • some privacy experts – and students – said they are concerned that surveillance at school might actually be undermining students’ wellbeing
  • “I do think the constant screen surveillance has affected our anxiety levels and our levels of depression.” “It’s over-guarding kids,” she said. “You need to let them make mistakes, you know? That’s kind of how we learn.”
Ed Webb

How much 'work' should my online course be for me and my students? - Dave's Educational... - 0 views

  • My recommendation for people planning their courses, is to stop thinking about ‘contact hours’. A contact hour is a constraint that is applied to the learning process because of the organizational need to have people share a space in a building. Also called a credit hour, (particularly for American universities) this has meant, from a workload perspective, that for every in class hour a student is meant to do at least 2 (in some cases 3) hours of study outside of class. Even Cliff Notes agrees with me. So… for a full load, that 30 to 45 Total Work Hours for students per course that you are designing.
  • Simple break down (not quite 90, yes i know) Watch 3 hours of video* – 5 hoursRead stuff – 20 hoursListen to me talk – 15 hoursTalk with other students in a group – 15 hoursWrite reflections about group chat – 7.5 hoursRespond to other people’s reflections – 7.5 hoursWork on a term paper – 10 hoursDo weekly quiz – 3 hoursWrite take home mid-term – 3 hoursWrite take home final – 3 hours
  • A thousand variations of this might be imagined
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  • a possible structure recommended by one of the faculty we were talking to was – read/watch, quiz, lecture, student group discussion, reflection. The reasoning here is that if you give learners (particularly new learners) a reading without some form of accountability (a quiz) they are much less likely to do it. I know that for me, when I’ve done the readings, I’m far more likely to attend class. Putting the student group discussion after the lecture gives students who can’t attend a synchronous session a chance to review the recording
  • The standardization police have been telling us for years that each student must learn the same things. Poppycock. Scaffolding doesn’t mean taking away student choice. There are numerous approaches to allowing a little or a lot of choice into your classes (learner contracts come to mind). Just remember, most students don’t want choice – at first. 12-16 years of training has told them that you the faculty member have something you want them to do and they need to find the trick of it. It will take a while until those students actually believe you want their actual opinion.
  • You can have a goal like – get them acculturated to the field – and work through your activities to get there. It’s harder, they will need your patience, but once they get their minds around it, it makes things much more interesting.
Ed Webb

William Davies · How many words does it take to make a mistake? Education, Ed... - 0 views

  • The problem waiting round the corner for universities is essays generated by AI, which will leave a textual pattern-spotter like Turnitin in the dust. (Earlier this year, I came across one essay that felt deeply odd in some not quite human way, but I had no tangible evidence that anything untoward had occurred, so that was that.)
  • To accuse someone of plagiarism is to make a moral charge regarding intentions. But establishing intent isn’t straightforward. More often than not, the hearings bleed into discussions of issues that could be gathered under the heading of student ‘wellbeing’, which all universities have been struggling to come to terms with in recent years.
  • I have heard plenty of dubious excuses for acts of plagiarism during these hearings. But there is one recurring explanation which, it seems to me, deserves more thoughtful consideration: ‘I took too many notes.’ It isn’t just students who are familiar with information overload, one of whose effects is to morph authorship into a desperate form of curatorial management, organising chunks of text on a screen. The discerning scholarly self on which the humanities depend was conceived as the product of transitions between spaces – library, lecture hall, seminar room, study – linked together by work with pen and paper. When all this is replaced by the interface with screen and keyboard, and everything dissolves into a unitary flow of ‘content’, the identity of the author – as distinct from the texts they have read – becomes harder to delineate.
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  • This generation, the first not to have known life before the internet, has acquired a battery of skills in navigating digital environments, but it isn’t clear how well those skills line up with the ones traditionally accredited by universities.
  • From the perspective of students raised in a digital culture, the anti-plagiarism taboo no doubt seems to be just one more academic hang-up, a weird injunction to take perfectly adequate information, break it into pieces and refashion it. Students who pay for essays know what they are doing; others seem conscientious yet intimidated by secondary texts: presumably they won’t be able to improve on them, so why bother trying? For some years now, it’s been noticeable how many students arrive at university feeling that every interaction is a test they might fail. They are anxious. Writing seems fraught with risk, a highly complicated task that can be executed correctly or not.
  • Many students may like the flexibility recorded lectures give them, but the conversion of lectures into yet more digital ‘content’ further destabilises traditional conceptions of learning and writing
  • the evaluation forms which are now such a standard feature of campus life suggest that many students set a lot of store by the enthusiasm and care that are features of a good live lecture
  • the drift of universities towards a platform model, which makes it possible for students to pick up learning materials as and when it suits them. Until now, academics have resisted the push for ‘lecture capture’. It causes in-person attendance at lectures to fall dramatically, and it makes many lecturers feel like mediocre television presenters. Unions fear that extracting and storing teaching for posterity threatens lecturers’ job security and weakens the power of strikes. Thanks to Covid, this may already have happened.
  • In the utopia sold by the EdTech industry (the companies that provide platforms and software for online learning), pupils are guided and assessed continuously. When one task is completed correctly, the next begins, as in a computer game; meanwhile the platform providers are scraping and analysing data from the actions of millions of children. In this behaviourist set-up, teachers become more like coaches: they assist and motivate individual ‘learners’, but are no longer so important to the provision of education. And since it is no longer the sole responsibility of teachers or schools to deliver the curriculum, it becomes more centralised – the latest front in a forty-year battle to wrest control from the hands of teachers and local authorities.
  • an injunction against creative interpretation and writing, a deprivation that working-class children will feel at least as deeply as anyone else.
  • There may be very good reasons for delivering online teaching in segments, punctuated by tasks and feedback, but as Yandell observes, other ways of reading and writing are marginalised in the process. Without wishing to romanticise the lonely reader (or, for that matter, the lonely writer), something is lost when alternating periods of passivity and activity are compressed into interactivity, until eventually education becomes a continuous cybernetic loop of information and feedback. How many keystrokes or mouse-clicks before a student is told they’ve gone wrong? How many words does it take to make a mistake?
  • This vision of language as code may already have been a significant feature of the curriculum, but it appears to have been exacerbated by the switch to online teaching. In a journal article from August 2020, ‘Learning under Lockdown: English Teaching in the Time of Covid-19’, John Yandell notes that online classes create wholly closed worlds, where context and intertextuality disappear in favour of constant instruction. In these online environments, readingis informed not by prior reading experiences but by the toolkit that the teacher has provided, and ... is presented as occurring along a tramline of linear development. Different readings are reducible to better or worse readings: the more closely the student’s reading approximates to the already finalised teacher’s reading, the better it is. That, it would appear, is what reading with precision looks like.
  • Constant interaction across an interface may be a good basis for forms of learning that involve information-processing and problem-solving, where there is a right and a wrong answer. The cognitive skills that can be trained in this way are the ones computers themselves excel at: pattern recognition and computation. The worry, for anyone who cares about the humanities in particular, is about the oversimplifications required to conduct other forms of education in these ways.
  • Blanket surveillance replaces the need for formal assessment.
  • Confirming Adorno’s worst fears of the ‘primacy of practical reason’, reading is no longer dissociable from the execution of tasks. And, crucially, the ‘goals’ to be achieved through the ability to read, the ‘potential’ and ‘participation’ to be realised, are economic in nature.
  • since 2019, with the Treasury increasingly unhappy about the amount of student debt still sitting on the government’s balance sheet and the government resorting to ‘culture war’ at every opportunity, there has been an effort to single out degree programmes that represent ‘poor value for money’, measured in terms of graduate earnings. (For reasons best known to itself, the usually independent Institute for Fiscal Studies has been leading the way in finding correlations between degree programmes and future earnings.) Many of these programmes are in the arts and humanities, and are now habitually referred to by Tory politicians and their supporters in the media as ‘low-value degrees’.
  • studying the humanities may become a luxury reserved for those who can fall back on the cultural and financial advantages of their class position. (This effect has already been noticed among young people going into acting, where the results are more visible to the public than they are in academia or heritage organisations.)
  • given the changing class composition of the UK over the past thirty years, it’s not clear that contemporary elites have any more sympathy for the humanities than the Conservative Party does. A friend of mine recently attended an open day at a well-known London private school, and noticed that while there was a long queue to speak to the maths and science teachers, nobody was waiting to speak to the English teacher. When she asked what was going on, she was told: ‘I’m afraid parents here are very ambitious.’ Parents at such schools, where fees have tripled in real terms since the early 1980s, tend to work in financial and business services themselves, and spend their own days profitably manipulating and analysing numbers on screens. When it comes to the transmission of elite status from one generation to the next, Shakespeare or Plato no longer has the same cachet as economics or physics.
  • Leaving aside the strategic political use of terms such as ‘woke’ and ‘cancel culture’, it would be hard to deny that we live in an age of heightened anxiety over the words we use, in particular the labels we apply to people. This has benefits: it can help to bring discriminatory practices to light, potentially leading to institutional reform. It can also lead to fruitless, distracting public arguments, such as the one that rumbled on for weeks over Angela Rayner’s description of Conservatives as ‘scum’. More and more, words are dredged up, edited or rearranged for the purpose of harming someone. Isolated words have acquired a weightiness in contemporary politics and public argument, while on digital media snippets of text circulate without context, as if the meaning of a single sentence were perfectly contained within it, walled off from the surrounding text. The exemplary textual form in this regard is the newspaper headline or corporate slogan: a carefully curated series of words, designed to cut through the blizzard of competing information.
  • Visit any actual school or university today (as opposed to the imaginary ones described in the Daily Mail or the speeches of Conservative ministers) and you will find highly disciplined, hierarchical institutions, focused on metrics, performance evaluations, ‘behaviour’ and quantifiable ‘learning outcomes’.
  • If young people today worry about using the ‘wrong’ words, it isn’t because of the persistence of the leftist cultural power of forty years ago, but – on the contrary – because of the barrage of initiatives and technologies dedicated to reversing that power. The ideology of measurable literacy, combined with a digital net that has captured social and educational life, leaves young people ill at ease with the language they use and fearful of what might happen should they trip up.
  • It has become clear, as we witness the advance of Panopto, Class Dojo and the rest of the EdTech industry, that one of the great things about an old-fashioned classroom is the facilitation of unrecorded, unaudited speech, and of uninterrupted reading and writing.
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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