Gemma 4 E4B matches or exceeds GPT-4o across multiple benchmarks including MATH, GSM8K, GPQA Diamond & HumanEval
这一性能对比结果令人惊讶,表明开源模型已经能够闭源模型的性能,这可能打破AI领域的封闭生态,促进更广泛的研究合作和创新,同时降低企业采用AI的门槛。
Gemma 4 E4B matches or exceeds GPT-4o across multiple benchmarks including MATH, GSM8K, GPQA Diamond & HumanEval
这一性能对比结果令人惊讶,表明开源模型已经能够闭源模型的性能,这可能打破AI领域的封闭生态,促进更广泛的研究合作和创新,同时降低企业采用AI的门槛。
Built from the same world-class research and technology as Gemini 3
大多数人认为Google会将其最先进技术保留在专有Gemini模型中,而开源版本会有所降级。但作者声称Gemma 4与Gemini 3使用'相同的世界级研究和技术',挑战了'开源版本是次级产品'的普遍认知。
two complementary arguments: namely that listening to CGD is a governmental obligation and that including CGD is ultimately beneficial for making environmental decisions.
Citizen Data Generation.
This paper studies the strategies citizens (and intereseted institutional actors) have justified the role of lay people i producing data on environmental issues.
According to the paper the strategies have worked as the conclusions are that * taking citizen science serious is a governmental obligation This is achieved by showing the scientific strenght and thus 'contributory' potential for CGD.
I added quotes on contributory, because that is a conclusion that follows evidently from the scientific strenght. It would be interesting to see how much scientific data would hold up if it had to be shown scientific strength.
showing the scientific strength and contributory potential of CGD
CGD : Citizen Generated Data.
Discussing the Japanese Citizen Science environmental data and citizen science practice that has parity for institutional science.
Using a modified version of Köhler’s method, recent research has found that in 2015 drain from the South through unequal exchange amounted to $2.1 trillion (constant 2011 dollars), represented in Northern prices (Hickel et al., 2021). Köhler’s proxy approach is limited in several respects, however. It relies on PPP figures that do not adequately account for the comparatively high prices of Northern exports; it relies on GDP figures that are affected by the low prices of imports from the South; and it compares Southern exports to prices across whole economies, rather than to those of only traded goods. All of this leads to underestimating the scale of drain (see Hickel et al., 2021).
!- comment : recent history of calculating unequal exchange - The authors, particularly Hickel have tried to estimate the drain in the past using other techniques but the recent technique of EORA I/O tables proves to be the most accurate to date, revealing a true and larger figure that previous estimates
increase the representation of women in management positions
women being traditional leaders cannot be taken to imply that women are given equal opportunity in community decision-making processes
are obliged to include at least four women
we’re going to look how improved pattern matching and rightward assignment make it possible to “destructure” hashes and arrays in Ruby 3—much like how you’d accomplish it in, say, JavaScript
We aim to support all svelte features. In some cases this is not possible. For those cases we provided feasible workarounds.
Solid supports most React features like Fragments, Portals, Context, Suspense, Error Boundaries, Lazy Components, Async Rendering, Implicit Event Delegation, SSR
Allow creating custom components with the same abilities as native dom. By all means keep the same level of encapsulation, don't push class on components, but allow a component to mark the class property or another as a CSS Class property, in which case you could pass it through the same transformation that native elements go through
If your reaction to the video was 'fine, but if we use TypeScript and write plugins for each editor then we can get all the autocomplete and syntax highlighting stuff' — in other words, if you believe that in order to achieve parity with CSS it makes sense to build, document, promote and maintain a fleet of ancillary projects — then, well, you and I may never see eye to eye!
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