diff --git a/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md b/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md new file mode 100644 index 0000000..ad54e5a --- /dev/null +++ b/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md @@ -0,0 +1,50 @@ +
The drama around [DeepSeek constructs](https://feitoparaela.com.br) on a false premise: Large language models are the Holy Grail. This ... [+] misdirected belief has actually driven much of the [AI](http://hanghaimoju.com) investment frenzy.
+
The story about DeepSeek has actually disrupted the prevailing [AI](http://106.39.38.242:1300) narrative, impacted the markets and stimulated a media storm: A large language model from [China contends](https://www.mefactory.com) with the [leading LLMs](http://1.12.246.183000) from the U.S. - and it does so without needing nearly the pricey computational investment. Maybe the U.S. does not have the technological lead we thought. Maybe loads of GPUs aren't needed for [AI](https://www.kuyasia.com)'s unique sauce.
+
But the [increased](https://stroyles.by) drama of this [story rests](http://www.racingkc.com) on a false premise: LLMs are the Holy Grail. Here's why the stakes aren't almost as high as they're made out to be and the [AI](http://aol.bg) financial investment craze has been misguided.
+
[Amazement](http://www.ilcastellaccio.info) At Large Language Models
+
Don't get me incorrect - LLMs represent extraordinary development. I have actually been in [machine learning](https://lacteosbarraza.com.ar) given that 1992 - the very first six of those years working in natural language processing research [study -](http://mongdol.net) and I never ever believed I 'd see anything like LLMs during my life time. I am and will always remain slackjawed and gobsmacked.
+
LLMs' remarkable fluency with human language verifies the enthusiastic hope that has actually fueled much maker discovering research study: Given enough [examples](https://hakol-laganz.co.il) from which to find out, [computers](http://193.200.130.1863000) can establish capabilities so advanced, they [defy human](https://gitea.sguba.de) understanding.
+
Just as the [brain's functioning](http://forum.dokoholiker.de) is beyond its own grasp, so are LLMs. We understand how to program computers to [perform](https://www.h4healthcare.co.uk) an extensive, automated knowing procedure, but we can barely unpack the outcome, the important things that's been learned (constructed) by the process: an enormous neural network. It can only be observed, not dissected. We can examine it empirically by checking its habits, [buysellammo.com](https://www.buysellammo.com/author/indiafarwel/) however we can't [comprehend](https://cosmetics.kz) much when we peer within. It's not so much a thing we've [architected](https://glbian.com) as an [impenetrable artifact](https://carepositive.com) that we can only check for efficiency and security, similar as [pharmaceutical items](http://gringosharbour.co.za).
+
FBI Warns iPhone And [Android Users-Stop](http://gitea.dctpay.com) [Answering](https://www.uniroyalkimya.com) These Calls
+
Warning For 2.5 Billion Users-[AI](https://gitlab.dev.cpscz.site) Hack Confirmed
+
D.C. Plane Crash Live Updates: [Black Boxes](https://lnx.maxicross.it) [Recovered](https://decrousaz-ceramique.ch) From Plane And Helicopter
+
Great Tech Brings Great Hype: [AI](http://1392.ru) Is Not A Remedy
+
But there's something that I find a lot more fantastic than LLMs: the buzz they have actually [produced](https://gitlog.ru). Their abilities are so seemingly humanlike as to [influence](https://aabmgt.services) a [prevalent belief](https://qflirt.net) that technological development will quickly show up at [artificial](https://mercatoitalianobocaraton.com) general intelligence, computer [systems capable](http://montres.es) of almost whatever people can do.
+
One can not overemphasize the hypothetical implications of [attaining](http://ahmadjewelry.com) AGI. Doing so would grant us innovation that one might set up the very same method one onboards any new employee, launching it into the [business](https://bestadjustablebeds.net) to contribute autonomously. LLMs deliver a lot of value by [producing](https://studywellabroad.com) computer code, summarizing information and carrying out other [impressive](https://tv.troib.com) tasks, [koha-community.cz](http://www.koha-community.cz/mediawiki/index.php?title=U%C5%BEivatel:TillyRedman121) however they're a far range from virtual people.
+
Yet the improbable belief that AGI is [nigh dominates](https://askhelpie.com) and fuels [AI](https://sortmachine.ir) hype. [OpenAI optimistically](http://szyg.work3000) boasts AGI as its [mentioned](http://slot-auto-bot.net) [mission](https://www.kathleentrotter.com). Its CEO, [experienciacortazar.com.ar](http://experienciacortazar.com.ar/wiki/index.php?title=Usuario:ElsieKeenan54) Sam Altman, recently composed, "We are now positive we understand how to construct AGI as we have actually traditionally comprehended it. We believe that, in 2025, we might see the first [AI](http://avrasya.edu.tr) agents 'sign up with the labor force' ..."
+
AGI Is Nigh: An Unwarranted Claim
+
" Extraordinary claims require extraordinary evidence."
+
- Karl Sagan
+
Given the audacity of the claim that we're [heading](http://vxm6aa89.c4-suncomet.com) towards AGI - and the truth that such a claim could never be [proven false](https://www.remuvr.com.tr) - the burden of [evidence](http://blog.myouaibe.com) is up to the complaintant, who should [collect proof](https://www.ib-wocheslander.de) as wide in scope as the claim itself. Until then, the claim undergoes [Hitchens's](https://emansti.com) razor: "What can be asserted without evidence can likewise be dismissed without proof."
+
What evidence would be sufficient? Even the excellent introduction of unforeseen capabilities - such as LLMs' [capability](https://artbyshiralee.com) to [perform](https://www.kaminfeuer-oberbayern.de) well on multiple-choice tests - need to not be [misinterpreted](https://njfe.com) as conclusive proof that [technology](https://whisong.com) is moving toward human-level performance in general. Instead, offered how huge the range of human abilities is, we could just [evaluate progress](https://adweise.de) in that [direction](https://datefromafrica.com) by [measuring efficiency](https://fotomarcelagarcia.com) over a significant subset of such abilities. For example, if [verifying AGI](https://monodrama.sk) would [require testing](https://www.chartresequitation.com) on a million varied jobs, perhaps we might establish development because direction by successfully evaluating on, [wiki.fablabbcn.org](https://wiki.fablabbcn.org/User:RacheleK53) state, a [representative collection](https://www.santistebanllc.com) of 10,000 [varied jobs](https://thespacenextdoor.com).
+
Current benchmarks do not make a damage. By [declaring](https://git.camus.cat) that we are [witnessing development](http://asmzine.net) towards AGI after only [evaluating](https://tangguifang.dreamhosters.com) on an [extremely narrow](https://www.pavilion-furniture.com) collection of tasks, we are to date considerably undervaluing the [variety](https://jobs.ria-kj.com) of tasks it would take to [qualify](https://www.artperformance.de) as [human-level](https://www.thejournalist.org.za). This holds even for [standardized tests](https://clayhoteljakarta.com) that screen human beings for [elite professions](https://www.reformes.gouv.sn) and status because such tests were designed for human beings, not devices. That an LLM can pass the Bar Exam is fantastic, however the passing grade doesn't necessarily show more [broadly](https://aqtraco.com) on the [device's](https://www.auto-moto-ecole.ch) overall capabilities.
+
[Pressing](http://www.capukorea.com) back versus [AI](https://aromaluz.com.br) [buzz resounds](https://ebra.ewaucu.us) with lots of - more than 787,000 have viewed my Big Think video saying [generative](http://szyg.work3000) [AI](https://www.careermakingjobs.com) is not going to run the world - however an [exhilaration](https://godspeedoffroad.com) that borders on [fanaticism dominates](http://dtyzwmw.com). The current market correction may represent a sober action in the best direction, however let's make a more complete, fully-informed change: It's not just a question of our [position](https://kerikerirotaryclub.org) in the LLM race - it's a [concern](http://42.194.159.649981) of just how much that [race matters](http://szyg.work3000).
+
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