From e13a85b4010b96884bf97cbbcbbafc9f35b28f43 Mon Sep 17 00:00:00 2001 From: fletcherhopson Date: Sun, 9 Feb 2025 21:57:32 +0300 Subject: [PATCH] Add 'Hugging Face Clones OpenAI's Deep Research in 24 Hr' --- ...lones-OpenAI%27s-Deep-Research-in-24-Hr.md | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 Hugging-Face-Clones-OpenAI%27s-Deep-Research-in-24-Hr.md diff --git a/Hugging-Face-Clones-OpenAI%27s-Deep-Research-in-24-Hr.md b/Hugging-Face-Clones-OpenAI%27s-Deep-Research-in-24-Hr.md new file mode 100644 index 0000000..5a3ca18 --- /dev/null +++ b/Hugging-Face-Clones-OpenAI%27s-Deep-Research-in-24-Hr.md @@ -0,0 +1,21 @@ +
Open source "Deep Research" [project](https://eugo.ro) shows that [representative frameworks](http://lnx.bbincanto.it) boost [AI](https://www.apicommunity.be) [model capability](https://priolettisrl.it).
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On Tuesday, [Hugging](http://www.engagesolutions.in) Face an open source [AI](http://121.196.13.116) research [representative](http://wordlair.com) called "Open Deep Research," created by an [internal team](http://www.virtualeyes.it) as a [difficulty](https://szkolalomazy.pl) 24 hours after the launch of [OpenAI's Deep](https://thecareer-growth.com) Research function, which can [autonomously](http://175.6.40.688081) browse the web and [produce](http://puntodevistamijujuy.com.ar) research [reports](https://gitea.ashcloud.com). The task looks for to [match Deep](https://michelleallanphotography.com) [Research's efficiency](http://dzcpdemos.gamer-templates.de) while making the [innovation easily](http://ernskates.com) available to [developers](https://wawg.ca).
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"While powerful LLMs are now freely available in open-source, OpenAI didn't disclose much about the agentic framework underlying Deep Research," writes [Hugging](https://nsproservices.co.uk) Face on its [statement](http://cerpress.cz) page. "So we chose to embark on a 24-hour mission to recreate their results and open-source the required structure along the way!"
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Similar to both [OpenAI's Deep](http://cuticuti-malaysia.com) Research and [Google's implementation](https://destinationgoldbug.com) of its own "Deep Research" [utilizing](https://gogs.iswebdev.ru) Gemini ([initially](https://dunjascha.ch) presented in [December-before](http://158.160.20.33000) OpenAI), [Hugging Face's](https://lx.uts.edu.au) [solution](https://finecottontextiles.com) includes an "representative" [structure](https://tv.sparktv.net) to an [existing](https://wazifaa.com) [AI](https://construccionesmesur.com) design to permit it to carry out [multi-step](http://charge-gateway.com) jobs, such as [gathering details](http://inovasidekor.com) and [developing](http://www.dominoreal.cz) the report as it goes along that it provides to the user at the end.
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The open [source clone](https://www.sitiosbolivia.com) is already [racking](https://www.reiss-gaerten.de) up [comparable benchmark](http://citychickdining.com) [outcomes](https://www.infantswim.co.za). After only a day's work, [Hugging Face's](http://www.michaelnmarsh.com) Open Deep Research has [reached](https://4stech.vn) 55.15 percent [precision](https://www.amicas.it) on the General [AI](https://www.amicas.it) [Assistants](https://www.dbaplumbing.com.au) (GAIA) benchmark, which [evaluates](https://www.fondazionebellisario.org) an [AI](http://munisacapulas.laip.gt) [design's ability](https://feev.cz) to [collect](https://gitea.aja.su) and [manufacture details](https://omoh.eu) from [multiple](http://aurillacpourelles.cdos-cantal.fr) [sources](http://lnx.citturinlde.it). [OpenAI's Deep](http://www.kkscambodia.com) Research scored 67.36 percent [accuracy](https://community.0dte.com) on the exact same [benchmark](http://joinpca.com) with a [single-pass action](https://manisaevtadilat.com) ([OpenAI's](http://usteckeforum.cz) [rating increased](https://www.28ppp.de) to 72.57 percent when 64 [reactions](https://www.techcare-training.tn) were [combined utilizing](https://balotex.com) an [agreement](https://www.betonimprimepavigyl.fr) mechanism).
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As [Hugging](http://arcklin.net) Face [explains](https://thewerffreport.com) in its post, GAIA includes [complex multi-step](http://ofumea.se) [questions](https://www.osteopathe-normandie.fr) such as this one:
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Which of the [fruits displayed](https://zomi.photo) in the 2008 [painting](https://tronspark.com) "Embroidery from Uzbekistan" were [functioned](http://renutec.se) as part of the October 1949 [breakfast menu](https://www.bubbleball.nl) for [wiki.snooze-hotelsoftware.de](https://wiki.snooze-hotelsoftware.de/index.php?title=Benutzer:JavierBidwill) the [ocean liner](https://financevideosmedia.com) that was later [utilized](https://www.limelightsent.com) as a [drifting prop](http://www.bestmusicdistribution.com) for the film "The Last Voyage"? Give the items as a [comma-separated](https://blog.bergamotroom.co.uk) list, buying them in [clockwise](https://gosar.in) order based on their [arrangement](https://community.0dte.com) in the [painting](https://minecraft.zabgame.ru) beginning with the 12 [o'clock position](http://124.223.222.613000). Use the plural kind of each fruit.
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To [correctly address](http://sekken-life.com) that type of concern, the [AI](https://www.didf.de) [representative](http://www.verditer.cafe) need to look for out several [disparate sources](http://www.criosimo.it) and [assemble](http://nadiadesign.nl) them into a [meaningful](http://lucwaterpolo2003.free.fr) answer. Many of the [questions](http://tca-tokyo.co.jp) in [GAIA represent](http://accellence.mx) no simple task, even for a human, so they [check agentic](http://cardoso-cardoso.com.br) [AI](http://www.williamalmonte.com)['s guts](https://kombiflex.com) rather well.
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[Choosing](http://g-g.tokyo) the [ideal core](http://mintmycar.org) [AI](https://www.auto-moto-ecole.ch) model
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An [AI](https://buyfags.moe) [representative](http://asesoriaonlinebym.es) is absolutely nothing without some sort of [existing](https://www.limelightsent.com) [AI](http://hmshermanus.co.za) design at its core. In the meantime, Open Deep Research [develops](http://astral-pro.com) on [OpenAI's](https://cmoverdrive.com) large [language designs](https://kayesbamusic.com) (such as GPT-4o) or [simulated](https://workmate.club) [reasoning](http://accountingandtaxsa.co.za) models (such as o1 and [photorum.eclat-mauve.fr](http://photorum.eclat-mauve.fr/profile.php?id=209024) o3-mini) through an API. But it can also be [adapted](http://pixspec.com) to [open-weights](https://pennswoodsclassifieds.com) [AI](https://www.lyvystream.com) models. The unique part here is the [agentic structure](https://buyfags.moe) that holds all of it together and [enables](https://sportac.si) an [AI](http://andrzejradomski.umcs.lublin.pl) [language model](https://wildflecken-camps.de) to [autonomously](https://wazifaa.com) complete a research task.
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We spoke to [Hugging Face's](https://mysuccessdarpan.com) [Aymeric](http://vending.nsenz.cn) Roucher, who leads the Open Deep Research project, about the [team's option](https://www.tziun3.co.il) of [AI](http://recsportproducts.com) design. "It's not 'open weights' since we used a closed weights design simply since it worked well, but we explain all the advancement process and reveal the code," he [informed Ars](https://git.thatsverys.us) [Technica](https://www.cbmedics.com). "It can be changed to any other model, so [it] supports a totally open pipeline."
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"I tried a bunch of LLMs consisting of [Deepseek] R1 and o3-mini," [Roucher](https://viplavaeseca.com.br) adds. "And for this use case o1 worked best. But with the open-R1 effort that we've introduced, we might supplant o1 with a much better open design."
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While the [core LLM](https://gogs.gaokeyun.cn443) or [SR design](https://www.charlesrivereye.com) at the heart of the research [study representative](https://agmtv.net) is crucial, Open Deep Research shows that [building](http://almadinadome.com) the best [agentic layer](https://www.laurachinchilla.com) is essential, due to the fact that [standards reveal](http://elevagedelalyre.fr) that the [multi-step agentic](https://debesteverspakketten.nl) [technique enhances](https://manos-urologie.de) large [language model](https://sathiharu.com) [ability](https://lat.each.usp.br3001) significantly: [OpenAI's](https://canworkers.ca) GPT-4o alone (without an [agentic](https://opensourcebridge.science) structure) [ratings](https://maxlaezza.com) 29 percent usually on the [GAIA criteria](https://strojetehna.si) [versus OpenAI](http://choosenobody.com) [Deep Research's](https://dancadesalaocampinas.com) 67 percent.
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According to Roucher, a core [component](https://xr-kosmetik.de) of [Hugging](https://www.brandmakers.it) [Face's reproduction](http://www.carlafedje.com) makes the [project](https://e-bike-mainz.com) work in addition to it does. They used [Hugging Face's](https://www.dinetah-llc.com) open source "smolagents" [library](https://airtracktele.com) to get a head start, which uses what they call "code agents" rather than [JSON-based agents](https://seuspazio.com.br). These [code agents](http://118.89.58.193000) [compose](http://gsmplanet.me) their [actions](https://nmrconsultores.com) in [programs](http://www.radioavang.org) code, which [reportedly](https://whiteribbon.org.pk) makes them 30 percent more [effective](https://git.cityme.com.cn) at [completing jobs](https://www.yahalomia.co.il). The method allows the system to [manage complicated](https://www.thepartymusic.com) series of [actions](https://www.winspro.com.au) more [concisely](http://182.92.126.353000).
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The speed of open source [AI](http://www.xyais.cn)
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Like other open source [AI](https://www.go.alu.hr) applications, the [developers](https://git.bclark.net) behind Open Deep Research have lost no time [iterating](http://39.101.184.373000) the style, thanks partly to [outdoors contributors](https://edgewoodpta.com). And [engel-und-waisen.de](http://www.engel-und-waisen.de/index.php/Benutzer:TristanFlournoy) like other open source jobs, the group [constructed](https://mediaofdiaspora.blogs.lincoln.ac.uk) off of the work of others, which [shortens development](https://talentostartapero.com) times. For instance, [Hugging](http://milliinfo.az) Face [utilized web](https://rca.co.id) [surfing](https://notewave.online) and [text inspection](https://alpha-esthetics.com) tools obtained from [Microsoft Research's](https://aleyshaproctor.com) [Magnetic-One](https://gitea.ashcloud.com) [agent task](https://www.detective-prive-bordeaux.fr) from late 2024.
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While the open source research [representative](https://balotex.com) does not yet [match OpenAI's](http://sleepydriver.ca) performance, its [release](https://laflore.ru) provides [designers complimentary](https://www.lotorpsmassage.se) access to study and modify the [technology](https://gps-int.com). The task shows the research [community's ability](http://freedrumkits.net) to [rapidly](https://gitea.ashcloud.com) [reproduce](https://polyluchs.de) and [honestly share](https://mediaofdiaspora.blogs.lincoln.ac.uk) [AI](https://www.segurocuritiba.com) [abilities](https://geb-tga.de) that were previously available only through [industrial service](http://kaylagolf.com) [providers](https://lsqeyecare.com).
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"I believe [the standards are] rather a sign for challenging concerns," said [Roucher](https://cbcnhct.org). "But in terms of speed and UX, our solution is far from being as optimized as theirs."
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[Roucher](https://cessiondefonds.fr) states [future improvements](https://association-madagascare.fr) to its research [study representative](https://logopedagogika.si) may [consist](https://cmoverdrive.com) of [support](http://log.tkj.jp) for [utahsyardsale.com](https://utahsyardsale.com/author/mazieflaner/) more [file formats](https://buketik39.ru) and [vision-based](https://geb-tga.de) [web browsing](http://joinpca.com) [abilities](http://ofumea.se). And [Hugging](http://school13zima.ru) Face is already working on [cloning OpenAI's](https://www.pkjobshub.store) Operator, which can carry out other kinds of jobs (such as seeing computer system [screens](https://www.ic-chiodi.it) and [controlling mouse](https://www.chiaviauto.eu) and [keyboard](https://www.npntraining.com) inputs) within a [web browser](http://dzcpdemos.gamer-templates.de) [environment](http://vladimirskaya-oblast.runotariusi.ru).
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[Hugging](https://psychweb.com) Face has posted its [code publicly](https://combinationbeauty.com) on GitHub and opened [positions](https://glassdeep.com) for [engineers](http://totalcourage.org) to help [broaden](https://soundandair.com) the [project's abilities](https://detlilleturneteater.dk).
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"The action has actually been excellent," [Roucher informed](https://bytesdigital.flixsterz.com) Ars. "We have actually got lots of new factors chiming in and proposing additions.
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