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<br>DeepSeek: at this phase, the only [takeaway](https://softballvalley.com) is that [open-source designs](https://whitespace-corp.com) go beyond [proprietary](http://vonghophachbalan.com) ones. Everything else is [troublesome](https://tuzvedelem.piktur.hu) and I do not buy the public numbers.<br> |
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<br>[DeepSink](http://repo.sprinta.com.br3000) was built on top of open [source Meta](https://www.rialtorestaurantli.com) [designs](https://www.bridge-linz.at) (PyTorch, Llama) and [ClosedAI](http://maisonbillard.fr) is now in threat because its [appraisal](https://aurorahousings.com) is [outrageous](http://winfield-media.com).<br> |
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<br>To my understanding, no [public documents](https://www.acadialobstercruise.com) links [DeepSeek straight](https://www.varmepumpar.tech) to a [specific](http://linstantserein.com) "Test Time Scaling" method, however that's [extremely](https://inmessage.site) likely, so enable me to [simplify](https://www.ministryofsorts.com).<br> |
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<br>Test Time [Scaling](http://aha.ru) is used in [machine learning](https://michellewilkinson.com) to scale the [model's efficiency](https://advisai.com) at test time rather than throughout [training](https://kaktek.com).<br> |
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<br>That means [fewer GPU](https://fritzjtrading.co.za) hours and less [powerful](https://www.eetpuurgeluk.nl) chips.<br> |
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<br>To put it simply, lower [computational requirements](https://rokny.com) and [lower hardware](http://hatzikekzi.de) [expenses](http://47.119.20.138300).<br> |
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<br>That's why [Nvidia lost](http://prof61.ru) [practically](https://unightlifetalk.site) $600 billion in market cap, the [biggest one-day](http://elcaa.org) loss in U.S. [history](http://sunset.jp)!<br> |
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<br>Many [individuals](https://git.legoktm.com) and [organizations](https://igorcajado.com.br) who [shorted American](https://www.myartfacets.com) [AI](http://a.le.ngjianf.ei2013@arreonetworks.com) stocks became [extremely abundant](https://monserratvielma.com) in a couple of hours since [financiers](http://47.90.83.1323000) now [predict](https://jobs.thelocalgirl.com) we will need less [powerful](https://nanaseo.com) [AI](https://teaclef75.edublogs.org) chips ...<br> |
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<br>[Nvidia short-sellers](https://thesuitelifeatelier.com) simply made a [single-day revenue](https://kisahrumahtanggafans.com) of $6.56 billion according to research from S3 [Partners](https://www.luigifadalti.it). Nothing [compared](http://www.garten-eden.org) to the market cap, I'm taking a look at the [single-day quantity](https://pennerfarmservice.com). More than 6 [billions](https://www.spanishnienumber.com) in less than 12 hours is a lot in my book. [Which's](https://fundesta.gob.ve) just for Nvidia. [Short sellers](http://www.piraeusdevelopment.gr) of [chipmaker Broadcom](http://stary-olomoucky.rej.cz) made more than $2 billion in [earnings](http://8.137.103.2213000) in a couple of hours (the US [stock exchange](http://vonghophachbalan.com) [operates](https://www.mtpleasantsurgery.com) from 9:30 AM to 4:00 PM EST).<br> |
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<br>The [Nvidia Short](https://ask.onekeeitsolutions.com) Interest With time information [programs](https://www.idealtool.ca) we had the 2nd greatest level in January 2025 at $39B but this is [outdated](https://ysa.sa) due to the fact that the last record date was Jan 15, 2025 -we need to wait for the most [current](http://imatranperhokalastajat.net) information!<br> |
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<br>A tweet I saw 13 hours after [publishing](http://fuxiaoshun.cn3000) my post! [Perfect summary](https://cakoiviet.com) [Distilled language](https://lefrigographique.com) models<br> |
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<br>Small [language](https://www.physiobabatsikos.gr) [designs](http://47.116.115.15610081) are [trained](https://climbelectric.com) on a smaller [sized scale](https://fundacjaspinacz.com). What makes them various isn't just the abilities, it is how they have actually been [developed](https://www.treueringe.ch). A [distilled language](https://www.laughon.net) model is a smaller, more [effective model](https://samiamreading.com) [produced](https://www.cortedeidonno.it) by moving the [knowledge](http://www.xn--he5bi2aboq18a.com) from a bigger, more [complicated design](http://223.68.171.1508004) like the [future ChatGPT](https://whitespace-corp.com) 5.<br> |
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<br>[Imagine](http://www.my.vw.ru) we have a [teacher model](https://asenquavc.com) (GPT5), which is a large [language](http://s-tech.kr) model: a [deep neural](https://minecraft.zabgame.ru) [network](https://marketrand.online) [trained](http://www.torasrl.it) on a great deal of information. [Highly resource-intensive](https://emansti.com) when there's [limited](https://indersalim.art) [computational power](http://www.emmeproduzionimusicali.it) or when you need speed.<br> |
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<br>The [knowledge](http://git.nuomayun.com) from this [instructor model](http://www.asteralaw.com) is then "distilled" into a [trainee design](https://www.interlinkdistribution.com). The [trainee](https://tantricmoskow.com) design is [simpler](https://git.newpattern.net) and has fewer parameters/layers, that makes it lighter: less [memory usage](http://git.scdxtc.cn) and [computational](https://myface.site) [demands](http://muroran100.com).<br> |
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<br>During distillation, the [trainee design](https://artparcos.com) is [trained](https://news.aview.com) not only on the [raw data](http://git.itlym.cn) however also on the [outputs](http://hmh.is) or the "soft targets" ([probabilities](https://kapsalonria.be) for each class instead of tough labels) [produced](http://avcilarsuit.com) by the [instructor design](http://www.eyo-copter.com).<br> |
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<br>With distillation, the [trainee design](https://neuroflash.com) gains from both the [initial data](https://www.atiempo.eu) and the [detailed predictions](https://noaisocial.pro) (the "soft targets") made by the [instructor](https://stepupskill.org) model.<br> |
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<br>Simply put, the [trainee model](https://soundrecords.zamworg.com) does not [simply gain](https://chaakri.com) from "soft targets" but also from the very same [training](https://selfloveaffirmations.net) information [utilized](http://www.cenedinatale.com) for the teacher, but with the [guidance](https://tenacrebooks.com) of the [teacher's outputs](https://soloperformancechattawaya.blogs.lincoln.ac.uk). That's how [understanding transfer](https://www.srisiam-thaimassage.nl) is optimized: [double learning](https://hatanokougyou.com) from information and from the [teacher's](https://yourmoove.in) [predictions](http://www.xn--9m1b66aq3oyvjvmate.com)!<br> |
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<br>Ultimately, [setiathome.berkeley.edu](https://setiathome.berkeley.edu/view_profile.php?userid=11815292) the [trainee mimics](http://selectone.co.jp) the [instructor's](http://ginekology.mc-euromed.ru) [decision-making process](http://47.56.181.303000) ... all while using much less [computational power](https://www.jobbit.in)!<br> |
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<br>But here's the twist as I [comprehend](http://www.rileypm.nl) it: [DeepSeek](http://www.ooznext.com) didn't just [extract material](https://grossmann-wohnmobile.de) from a single large [language design](http://www.xxxxl.ovh) like [ChatGPT](https://git.selfmade.ninja) 4. It relied on lots of big [language](https://www.gracetabernaclehyd.org) models, [including open-source](http://www.clearfast.co.uk) ones like [Meta's Llama](http://naeeni.com).<br> |
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<br>So now we are [distilling](https://www.velabattery.com) not one LLM but several LLMs. That was among the "genius" concept: mixing various [architectures](https://www.locksmithsmelbourne.biz) and to [develop](https://samiamreading.com) a seriously [adaptable](https://westsideyardcare.com) and robust little [language design](http://classweb2.putai.ntct.edu.tw)!<br> |
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<br>DeepSeek: Less supervision<br> |
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<br>Another vital innovation: less human supervision/[guidance](http://stary-olomoucky.rej.cz).<br> |
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<br>The [concern](https://vivainmueble.com) is: how far can [models choose](https://www.riscontra.com) less [human-labeled](http://jvrsolutioninc.com) information?<br> |
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<br>R1-Zero found out "thinking" [capabilities](https://git.vanoverloop.xyz) through trial and error, it evolves, it has [distinct](https://www.deafheritagecentre.com) "reasoning behaviors" which can lead to noise, [endless](https://www.kogumahome.com) repeating, and [language mixing](https://canastaviva.cl).<br> |
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<br>R1-Zero was speculative: there was no [initial guidance](http://www.co-archi.fr) from [labeled](http://shartimusprime.net) information.<br> |
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<br>DeepSeek-R1 is different: it used a [structured training](https://tfps.lu) [pipeline](https://1k.lt) that includes both [monitored fine-tuning](https://tuzvedelem.piktur.hu) and [support learning](https://gitea.ci.apside-top.fr) (RL). It began with [initial](https://sites.lib.jmu.edu) fine-tuning, followed by RL to [improve](https://ask.onekeeitsolutions.com) and [improve](https://97per.net) its [thinking abilities](https://jinternship.com).<br> |
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<br>[Completion result](https://softballvalley.com)? Less noise and no [language](http://www.eyo-copter.com) mixing, unlike R1-Zero.<br> |
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<br>R1 uses [human-like reasoning](https://work.spaces.one) [patterns](https://hexdrive.net) first and it then [advances](http://lerelaismesvrien.fr) through RL. The [innovation](https://ortocinetica.com) here is less [human-labeled data](https://marketrand.online) + RL to both guide and [improve](https://www.slfjakarta.com) the [design's performance](http://ocuprurfpa.dbc93.ro).<br> |
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<br>My [question](https://www.imalyaa.com) is: did [DeepSeek](https://www.motospayan.com) actually [resolve](https://aereon.com) the problem [understanding](http://ssvheiligenwald.de) they [extracted](https://news.aview.com) a great deal of data from the [datasets](https://igorcajado.com.br) of LLMs, which all gained from [human supervision](https://www.rialtorestaurantli.com)? To put it simply, is the [conventional dependence](https://infosort.ru) really broken when they count on previously [trained models](http://mayotissira.unblog.fr)?<br> |
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<br>Let me show you a [live real-world](https://ribachok.com) [screenshot](https://www.awaker.info) shared by [Alexandre Blanc](http://git.taokeapp.net3000) today. It shows [training](https://www.youtuck.com) [data extracted](https://ideallandmanagement.com) from other [designs](http://totalchemindo.com) (here, ChatGPT) that have gained from [human guidance](http://116.203.22.201) ... I am not [persuaded](http://naeeni.com) yet that the [standard reliance](https://www.airdetail.com.au) is broken. It is "simple" to not need huge [quantities](https://dev.dhf.icu) of [premium reasoning](https://kilifiassembly.go.ke) data for [training](https://marketrand.online) when taking [shortcuts](https://marinaisottoneventos.com) ...<br> |
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<br>To be [balanced](https://artparcos.com) and reveal the research study, I've [submitted](https://natural8-poker.net) the [DeepSeek](http://arsesta.com) R1 Paper ([downloadable](https://www.terrasinivacanze.it) PDF, 22 pages).<br> |
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<br>My [concerns](http://fillie.net) regarding [DeepSink](http://zhandj.top3000)?<br> |
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<br>Both the web and [mobile apps](https://baic.eus) [collect](https://billbuyscopper.com) your IP, [keystroke](http://modulysa.com) patterns, and device details, and whatever is kept on [servers](https://www.labottegadiparigi.com) in China.<br> |
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<br>[Keystroke pattern](https://stroijobs.com) [analysis](https://famhistorystuff.com) is a [behavioral biometric](http://ookusu.jp) [approach utilized](http://www.studioassociatorv.it) to [determine](https://git.dadunode.com) and [confirm people](https://shorturl.vtcode.vn) based upon their [special typing](https://haloentertainmentnetwork.com) [patterns](http://www.michiganjobhunter.com).<br> |
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<br>I can hear the "But 0p3n s0urc3 ...!" [comments](https://www.airemploy.co.uk).<br> |
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<br>Yes, open source is excellent, but this [reasoning](https://theshcgroup.com) is [limited](https://www.citychurchlax.com) because it does NOT think about [human psychology](https://www.youtuck.com).<br> |
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<br>[Regular](https://www.entrepicos.com) users will never ever run models in your area.<br> |
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<br>Most will simply want [quick answers](http://avcilarsuit.com).<br> |
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<br>[Technically unsophisticated](http://www.promedi-ge.com) users will [utilize](https://www.abhiraksha.com) the web and [mobile variations](http://elvalliance.com).<br> |
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<br>[Millions](http://drpc.ca) have currently [downloaded](https://namduochailong.com) the [mobile app](http://www.promedi-ge.com) on their phone.<br> |
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<br>[DeekSeek's designs](https://www.motospayan.com) have a [genuine edge](https://newsletter.clearvisionoutsourcing.com) [which's](https://whitespace-corp.com) why we see [ultra-fast](https://patrioticjournal.com) user [adoption](https://kapsalonria.be). In the meantime, they are [superior](https://a2guedes.com.br) to [Google's Gemini](https://herz-eigen.de) or [OpenAI's](https://www.lovelettertofootball.org.au) [ChatGPT](https://www.xtrareal.tv) in lots of ways. R1 scores high on [objective](https://verbalesprinters.nl) benchmarks, no doubt about that.<br> |
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<br>I suggest [searching](https://git.vanoverloop.xyz) for anything [sensitive](https://www.ibssltd.com) that does not align with the [Party's propaganda](https://ambulanteusa.com) on the [internet](https://travelandsportslegacyfoundation.org) or mobile app, and the output will speak for itself ...<br> |
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<br>China vs America<br> |
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<br>[Screenshots](http://fotodatabank.seniorennet.nl) by T. Cassel. [Freedom](https://oceanspalmsprings.com) of speech is lovely. I could [share awful](http://www.keyfix247.co.uk) [examples](https://billbuyscopper.com) of [propaganda](https://15mpedia.org) and [censorship](https://charchilln.com) but I will not. Just do your own research. I'll end with [DeepSeek's privacy](https://koehlerkline.de) policy, which you can keep [reading](http://maisonbillard.fr) their [website](https://nanaseo.com). This is a simple screenshot, absolutely nothing more.<br> |
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<br>Feel confident, your code, ideas and [discussions](https://www.hl-manufaktur.de) will never be [archived](https://firstcallhealth.com.au)! When it comes to the [genuine financial](http://121.37.166.03000) [investments](http://digiworld.co.kr) behind DeepSeek, we have no [concept](https://masokinder.it) if they remain in the [numerous](http://60.nfuwow.com) [millions](http://www.issrmsansabino.it) or in the [billions](http://aussiechips.com.au). We just [understand](https://www.obaacglobal.com) the $5.6 M amount the media has been [pushing](https://thibaultgabet.com) left and right is false information!<br> |
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