From 5fa195623c68e61145a669c9a0db485bcb989464 Mon Sep 17 00:00:00 2001 From: coreyhort65363 Date: Thu, 13 Feb 2025 06:58:48 +0800 Subject: [PATCH] Update 'DeepSeek-R1, at the Cusp of An Open Revolution' --- ...R1%2C-at-the-Cusp-of-An-Open-Revolution.md | 40 +++++++++++++++++++ 1 file changed, 40 insertions(+) create mode 100644 DeepSeek-R1%2C-at-the-Cusp-of-An-Open-Revolution.md diff --git a/DeepSeek-R1%2C-at-the-Cusp-of-An-Open-Revolution.md b/DeepSeek-R1%2C-at-the-Cusp-of-An-Open-Revolution.md new file mode 100644 index 0000000..b6cbfc3 --- /dev/null +++ b/DeepSeek-R1%2C-at-the-Cusp-of-An-Open-Revolution.md @@ -0,0 +1,40 @@ +
[DeepSeek](https://disparalor.com) R1, the [brand-new entrant](https://szukitsch.at) to the Large [Language Model](https://www.maisondelacreationdentreprises.fr) wars has [produced](https://fisconetcursos.com.br) rather a splash over the last few weeks. Its [entryway](http://marria-web.s35.xrea.com) into an area [dominated](https://www.abcmix.com) by the Big Corps, while [pursuing uneven](https://electronicalormar.com) and unique [methods](http://www.kabuhatsu.com) has been a [revitalizing eye-opener](https://gl.vlabs.knu.ua).
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GPT [AI](http://artofbraveliving.com) [improvement](https://roosmikx.com) was beginning to show signs of decreasing, and has actually been [observed](https://gitea.cisetech.com) to be [reaching](http://eximha.ch) a point of [diminishing returns](http://pop.pakkograff.ru) as it runs out of information and [calculate](https://www.reccolab.com.au) needed to train, [tweak increasingly](https://foley-al.wesellportablebuildings.com) big models. This has actually turned the focus towards [constructing](https://klikfakta.com) "reasoning" [designs](http://khanabadoshbnb.com) that are [post-trained](https://wiki.websitesdesigned4u.com) through [support](https://www.2h-fit.net) learning, [methods](https://suavevera.com) such as [inference-time](https://www.planosdesaudeempresarialrj.com.br) and [test-time scaling](https://itashindahouse.com) and [search algorithms](https://www.optikaicourtage.fr) to make the models appear to believe and reason much better. OpenAI's o1[-series models](http://bindastoli.com) were the very first to attain this effectively with its [inference-time scaling](https://whnynews.com) and [wavedream.wiki](https://wavedream.wiki/index.php/User:MargoAsh2192240) Chain-of-Thought thinking.
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[Intelligence](https://bestcoachingsinsikar.com) as an [emerging property](https://www.telemarketingliste.it) of [Reinforcement Learning](https://www.domke-parkett.de) (RL)
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[Reinforcement Learning](http://62.234.217.1373000) (RL) has actually been effectively used in the past by [Google's DeepMind](http://f.r.a.g.ra.nc.e.rnmn.r.os.p.e.r.les.cPezedium.free.fr) group to [build extremely](https://selarios.com) [intelligent](https://www.romeofc.org) and [specific systems](http://fernheins-tivoli.dk) where [intelligence](https://opel-delovi.com) is as an [emerging residential](http://154.9.255.1983000) or [commercial](https://www.srcnomentorstvo.com) [property](https://daytimer.ru) through [rewards-based training](https://muloop.com) [approach](http://urbandesigns.co.za) that [yielded](http://katiehanke.com) [accomplishments](http://old.alkahest.ru) like [AlphaGo](https://social.stssconstruction.com) (see my post on it here - AlphaGo: a [journey](http://www.nadnet.ma) to device instinct).
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[DeepMind](http://corvinarestaurant.com.au) went on to build a series of Alpha * [projects](https://walthamforestecho.co.uk) that attained many [noteworthy tasks](https://www.steinemann-disinfection.ch) using RL:
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AlphaGo, [defeated](http://camilaparker.com) the world [champ Lee](https://artt.tv) Seedol in the game of Go +
AlphaZero, a generalized system that found out to [play games](https://www.imagars.com) such as Chess, Shogi and Go without human input +
AlphaStar, [attained](https://www.glcyoungmarines.org) high performance in the complex real-time [technique video](https://bestwork.id) game [StarCraft](https://nlpportal.org) II. +
AlphaFold, a tool for [anticipating protein](http://mymatureadvisor.com) [structures](https://bhintegraciones.com.ar) which [considerably advanced](https://www.atiempo.eu) computational [biology](http://bc.zycoo.com3000). +
AlphaCode, a design developed to [generate](https://www.klaverjob.com) computer programs, carrying out competitively in coding challenges. +
AlphaDev, a system [developed](http://www.eosforma.it) to find unique algorithms, [notably enhancing](https://concetta.com.ar) [sorting algorithms](https://impulscomp.ru) beyond [human-derived techniques](https://www.generatorgator.com). +
+All of these [systems attained](https://www.oreilly-co.com) mastery in its own area through self-training/self-play and by enhancing and maximizing the [cumulative benefit](https://openhandsofnc.org) in time by interacting with its [environment](http://autracaussa.ch) where intelligence was observed as an emergent home of the system.
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[RL mimics](https://grace4djourney.com) the procedure through which a baby would find out to stroll, through trial, [mistake](https://clown-magicien-picolus.fr) and first [concepts](http://www.gameraobscura.com).
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R1 [design training](https://www.klaverjob.com) pipeline
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At a [technical](https://gestionproductiva.com) level, DeepSeek-R1 [leverages](http://fernheins-tivoli.dk) a combination of [Reinforcement Learning](https://gsinbusiness.nl) (RL) and [Supervised Fine-Tuning](https://tsagdis.com) (SFT) for its [training](https://glykas.com.gr) pipeline:
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Using RL and DeepSeek-v3, an [interim reasoning](https://www.psicologoinfantileroma.it) design was built, called DeepSeek-R1-Zero, [simply based](http://www.felsbergconsulting.ch) upon RL without [depending](https://kozmetika-szekesfehervar.hu) on SFT, which [demonstrated superior](https://www.ryntal.com) [reasoning](https://blink-concept.com) [capabilities](http://danicotours.com) that [matched](http://git.moneo.lv) the [efficiency](https://www.heartfeltceremony.com) of [OpenAI's](https://www.elvisgrandicmd.com) o1 in certain [standards](http://ekspresja.org) such as AIME 2024.
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The model was however affected by [poor readability](https://git.pt.byspectra.com) and [language-mixing](https://internationalhandballcenter.com) and is only an [interim-reasoning model](http://sourcetel.co.kr) [constructed](https://www.mendocino.com) on [RL concepts](http://makikomi.jp) and [self-evolution](https://www.studentassignmentsolution.com).
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DeepSeek-R1-Zero was then [utilized](http://www.zettalumen.com) to create SFT information, which was [combined](http://canacoloscabos.com) with [monitored](http://www.eisenbahnermusik-graz.at) information from DeepSeek-v3 to [re-train](http://www.bikepacking.net) the DeepSeek-v3[-Base design](https://los-polski.org.pl).
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The new DeepSeek-v3[-Base design](https://closer.fi) then went through [extra RL](https://seniorcomfortguide.com) with [triggers](https://whnynews.com) and [circumstances](https://sujaco.com) to come up with the DeepSeek-R1 design.
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The R1-model was then used to boil down a [variety](https://bessemerfinance.com) of smaller open [source models](https://my.buzztv.co.za) such as Llama-8b, Qwen-7b, 14b which [surpassed](https://sazejust.com) [bigger models](http://delije.blog.rs) by a big margin, [effectively](https://vmeste.fondpodsolnuh.ru) making the smaller [designs](http://borrachasmarina.com.br) more available and usable.
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[Key contributions](https://www.omofor.dp.ua) of DeepSeek-R1
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1. RL without the [requirement](https://www.scics.nl) for SFT for [emergent thinking](http://stingraybeachinn.com) [capabilities](https://duongdentaldesigns.com) +
+R1 was the first open research [study project](https://www.alpha-soft.al) to verify the [efficacy](https://www.2h-fit.net) of [RL straight](https://yumminz.com) on the [base model](https://writerunblocks.com) without [relying](http://pretty-woman-luzern.ch) on SFT as a [primary](https://www.capeassociates.com) step, which resulted in the [design developing](https://auditorestcepe.org) [sophisticated](http://hitechcomputeracademy.com) [reasoning abilities](http://keyag.co.za) simply through [self-reflection](http://dailydisturber.com) and [self-verification](https://ceuq.com.mx).
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Although, it did break down in its [language abilities](http://www.ouvrard-traiteur.fr) during the procedure, its [Chain-of-Thought](https://www.borderlandstrading.com) (CoT) [capabilities](http://www.52108.net) for [fixing complicated](https://richenkitchen.com) issues was later on used for more RL on the DeepSeek-v3-Base design which ended up being R1. This is a significant contribution back to the research community.
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The below [analysis](http://116.62.115.843000) of DeepSeek-R1-Zero and OpenAI o1-0912 shows that it is [practical](http://8.138.173.1953000) to attain robust [reasoning](http://gamebizdev.ru) [capabilities purely](http://bindastoli.com) through RL alone, which can be further [enhanced](http://www.sheiksandwiches.com) with other techniques to [provide](http://glasstool.kr) even better [thinking efficiency](http://www.open201.com).
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Its rather fascinating, that the [application](https://lawofma.com) of RL provides rise to relatively [human abilities](http://www.erkandemiral.com) of "reflection", and coming to "aha" minutes, [causing](https://www.kopt.si) it to stop briefly, ponder and [concentrate](https://www.abcmix.com) on a specific aspect of the issue, [leading](https://qualitetotale.com) to emerging capabilities to [problem-solve](https://zeroth.one) as humans do.
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1. [Model distillation](https://ru.iddalliance.org) +
+DeepSeek-R1 also showed that [larger designs](http://svn.ouj.com) can be [distilled](https://www.demelo.at) into smaller [designs](https://nlpportal.org) which makes [advanced abilities](http://120.26.108.2399188) available to [resource-constrained](https://happylovelystyle.com) environments, such as your laptop computer. While its not possible to run a 671b model on a [stock laptop](http://47.108.94.35) computer, you can still run a [distilled](https://bestcoachingsinsikar.com) 14b model that is [distilled](http://glasstool.kr) from the [larger design](https://thesunshinetribe.com) which still [performs](http://www.fsh.mi.th) much better than the [majority](https://dev.alphasafetyusa.com) of openly available models out there. This [enables intelligence](http://masterofbusinessandscience.com) to be [brought](http://buddhathemes.com) more [detailed](https://godspeedoffroad.com) to the edge, to allow [faster reasoning](https://itashindahouse.com) at the point of [experience](http://www.rikushinkai.net) (such as on a smartphone, or on a [Raspberry](https://nusaeiwyj.com) Pi), [archmageriseswiki.com](http://archmageriseswiki.com/index.php/User:LaneHaining) which paves way for more usage cases and [possibilities](https://git.kicker.dev) for [innovation](https://channel45news.com).
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[Distilled models](https://git.agent-based.cn) are very various to R1, which is a huge model with a completely different [model architecture](https://ocp.uohyd.ac.in) than the [distilled](http://ekspresja.org) variations, therefore are not [straight equivalent](https://balcaodevandas.com) in regards to capability, however are instead built to be more smaller sized and [effective](https://oros-git.regione.puglia.it) for more [constrained environments](https://new.milk.org). This [technique](https://cosasdespuesdelamor.com) of being able to [distill](http://tool-box.info) a bigger design's [capabilities](https://richenkitchen.com) down to a smaller [sized model](http://osbzr.com) for portability, availability, [gratisafhalen.be](https://gratisafhalen.be/author/mileshyder4/) speed, and cost will [produce](https://www.facilskin.com) a lot of [possibilities](https://autoviponline.com) for using expert system in places where it would have otherwise not been possible. This is another [crucial contribution](http://www.corpcustomhomes.com) of this [innovation](http://www.xxxxl.ovh) from DeepSeek, which I think has even further [capacity](https://git.kicker.dev) for democratization and availability of [AI](https://www.eworkplace.com).
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Why is this moment so [substantial](http://175.178.71.893000)?
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DeepSeek-R1 was a [pivotal contribution](http://www.coccolandiaimola.it) in many [methods](http://smartsportsliving.at).
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1. The [contributions](https://www.imagars.com) to the [state-of-the-art](https://www.ub.edu) and [classihub.in](https://classihub.in/author/charlesc81/) the open research helps move the [field forward](https://vmeste.fondpodsolnuh.ru) where everybody benefits, not simply a few [highly funded](http://ivecocon.kz) [AI](https://www.schuberth-coaching.de) [labs constructing](https://www.mariannalibardoni.it) the next billion dollar design. +
2. [Open-sourcing](https://sangeetair.online) and making the [design freely](https://datemeonline.xyz) available follows an uneven [strategy](https://nowwedws.com) to the [prevailing](http://cormaq.com.bo) closed nature of much of the [model-sphere](http://immersioni.com.br) of the larger gamers. [DeepSeek](https://indianjokes.top) must be [applauded](https://www.flaming-romance.de) for making their [contributions complimentary](https://www.aodhr.org) and open. +
3. It [reminds](https://www.eworkplace.com) us that its not simply a [one-horse](http://czargarbar.pl) race, and [menwiki.men](https://menwiki.men/wiki/User:MerrillGreenough) it [incentivizes](https://www.natur-kompendium.com) competitors, which has actually already led to OpenAI o3-mini a cost-efficient thinking design which now [reveals](https://mybuddis.com) the Chain-of-Thought thinking. [Competition](http://47.108.249.2137055) is a good idea. +
4. We stand at the cusp of an explosion of [small-models](http://47.103.108.263000) that are hyper-specialized, and optimized for a specific use case that can be [trained](https://www.paradigmrecruitment.ca) and [deployed inexpensively](https://demos.appthemes.com) for solving issues at the edge. It raises a great deal of exciting possibilities and is why DeepSeek-R1 is among the most [pivotal](https://recruitment.talentsmine.net) [moments](https://www.komdersuut.com) of [tech history](http://ichien.jp). +
+Truly interesting times. What will you [develop](https://www.neer.uk)?
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