Edd Gent in Singularity Hub:
Older computer programs were hand-coded using logical rules. But neural networks learn skills on their own, and the way they represent what they’ve learned is notoriously difficult to parse, leading people to refer to the models as “black boxes.”
Progress is being made though, and Anthropic is leading the charge.
Last year, the company showed that it could link activity within a large language model to both concrete and abstract concepts. In a pair of new papers, it’s demonstrated that it can now trace how the models link these concepts together to drive decision-making and has used this technique to analyze how the model behaves on certain key tasks. “These findings aren’t just scientifically interesting—they represent significant progress towards our goal of understanding AI systems and making sure they’re reliable,” the researchers write in a blog post outlining the results. The Anthropic team carried out their research on the company’s Claude 3.5 Haiku model, its smallest offering. In the first paper, they trained a “replacement model” that mimics the way Haiku works but replaces internal features with ones that are more easily interpretable.
More here.
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In the everyday sense of the term, the pragmatist is the person who ‘gets results’. The term can be intended as either a compliment or a criticism; it can be applied equally to effective and to unscrupulous managers and politicians. These connotations carry over, typically in misleading ways, into the philosophical sense of pragmatism.
Tracking a river through a cedar forest in Ecuador,
In 1995, World Bank Vice President Ismail Serageldin warned that whereas the conflicts of the previous 100 years had been over oil, “the wars of the next century
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When we think about the forces that shape us, we inevitably turn to parents. The parent-child relationship is the basis of probably half a millennium’s worth of psychoanalytic conversation and intellectual discourse; parenting books are perennial best sellers, with advice that fluctuates as often as the health advice on what to eat or drink and how much. Their whiplashing instructions don’t stop many parents from reading them, and who can blame those mothers and fathers: Children are baffling, variable, not that verbal — and parents also know that if they get it wrong, their kids will blame them for just about everything.
There are philosophies of brokenness, which makes sense, given how much broken stuff disrupts the flow of our lives. How should we think about those disruptions? A practitioner of the Japanese ethic of wabi-sabi respects the beauty of brokenness: instead of trying to erase the wear and tear that accrues inevitably with time, she finds ways of acknowledging and celebrating it. In a prototypical example of the philosophy, a teacup that has fallen and shattered is reassembled through the art of kintsugi, in which lacquer, mixed with powdered gold or other metals, is used to fill the cracks; now the fractured, gilded cup tells a story of endurance, authenticity, acceptance, and care amid impermanence. Your favorite jacket, with a mended tear in its lining and the mark of an exploded pen below its pocket, has some wabi-sabi. So does your grandfather’s watch, still functional but with a scratch in its crystal. I like to imagine that the Wabi Sabi Salon, in a town near mine, helps its clients age gracefully. (I’ve never visited.)
The videos “starring” the author, who died in 1976, have been made using AI-enhanced technology, licensed images and carefully restored audio recordings.
The follicles at the root of each hair contain
When the Vietnam War finally ended on April 30, 1975, it left behind a landscape
Bringing nonhumans into our democracies may be less radical than it first appears. Nussbaum is quick to clarify that attending to the political voices of animals does not mean giving them a vote in our elections, which “would quickly become absurd.” Her vision is not of beleaguered pets marching down our grand boulevards demanding the vote for every Sparky, Buddy, and Princess. Rather more modestly, she proposes that “duly qualified animal ‘collaborators’ should be charged with making policy on the animals’ behalf, and bringing challenges to unjust arrangements in the courts.” The goal is not to force animals with “little interest in political participation in the human-dominated world” to suddenly take part in “elections, assemblies, and offices.” Nussbaum’s ambition, rather, is for expert guardians to give the “creatures who live in a place […] a say in how they live.”
From a very young age, Murata never thought of her body as her own. “The grownups would always talk about whether Sayaka had childbearing hips,” she recalls. “It was almost like they were keeping an eye on my uterus, which was something that existed not for me, but for them, for the relatives.” No matter how much she tried to resolve the conflict of motherhood in her fiction, she has never escaped “this idea of being expected to reproduce for the good of the village”.