Ịtụle ngụkọta oge ule
Ntụle oge ule pụtara inye ihe nlere anya karịa oge na mgbako mgbe ọ na-aza ajụjụ, karịa ime ka ọ buru ibu n'oge ọzụzụ.
Nchịkọta
It is the breakthrough behind 'reasoning models' that can solve hard math and coding problems by deliberating before responding.
Ime miri emi
Ruo ọtụtụ afọ, ọganihu AI pụtara nlebara anya ọzụzụ: ọtụtụ data, ọtụtụ paramita, mgbakọ pretraining karịa. Ntụle oge ule na-agbakwụnye axis nke abụọ, na-etinyekwu mgbakọ na ntinye. Kama iwepụta azịza ozugbo, usoro ntụgharị uche na-ewepụta ogologo echiche dị n'ime, na-enyocha usoro, ịlele ọrụ, na azụ azụ. Usoro na-agụnye ogologo echiche nke ogologo oge, na-enyocha ọtụtụ ngwọta na-ahọrọ na ịhọrọ nke kachasị mma (nkwụsi ike nke onwe ma ọ bụ nke kacha mma-nke-N), na nchọ ụdị osisi nke onye nyocha ma ọ bụ ụdị ụgwọ ọrụ na-eduzi. OpenAI's o1 na o3, DeepSeek-R1 na Claude echiche gbatịrị agbasa nke a: izi ezi na mgbakọ na mwepụ asọmpi na mmemme na-awụlikwa elu ka ị na-ahapụ ka ihe nlereanya ahụ 'chee ogologo oge,' ịzụ ahịa latency na ọnụ ahịa maka izi ezi na nsogbu ebe azịza ọnyà na-ada ada.
Nghọta nka nka
A zụrụ ihe nlereanya a site na mmụta nkwado iji mepụta akara ngosi bara uru, mgbe ahụ ị na-ekenye 'mmefu ego iche echiche'. Ihe nrịbama ndị ọzọ na-ahapụ ya ka ọ mebie nsogbu, jide mmejọ nke ya, wee nyochaa onwe ya. Nlebanya kacha mma na nchọta nyocha na-agbakwunye mgbako yiri ya: mepụta ọtụtụ mbọ, tụọ ha, debe onye mmeri. N'ụzọ dị mkpa, obere ụdị nwere ngụkọta oge nnwale nwere ike dakọbara ụdị ndị buru ibu na-aza ozugbo, na-emegharị usoro ọnụ ahịa.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke ngụkọ ngụkọta oge ule
Mgbakọ oge ule ugbu a bụ ihe nleba anya izizi n'akụkụ ọzụzụ. Na-atụ anya mmefu ego na-agbanwe agbanwe ebe ihe nlereanya ahụ na-ekpebi otu esi eche echiche dabere na ihe isi ike, echiche dị ọnụ ala site na nkwụsị nke ogologo agbụ n'ime nke dị mkpụmkpụ, yana loops 'ngwá ọrụ' nke na-egbochi echiche site na oku ngwá ọrụ na nyocha weebụ. Ka ngwaike ntinye aka na-akawanye mma, iche echiche ụma ga-abụ ihe ndabara maka ọrụ dị oke mkpa dị ka nyocha sayensị, injinịa sọftụwia, na atụmatụ mgbagwoju anya, ebe nleba anya ngwa ngwa na-adị ngwa ngwa na ọnụ ala.
Mmejuputa n'ezie n'ụwa
Ụdị o1 na o3 nke OpenAI na-eche site na nsogbu mgbakọ na mwepụ ọkwa Olympiad site na nzọụkwụ, na-egosipụta n'ụzọ dị egwu ụdị azịza ngwa ngwa na AIME na akara akara asọmpi.
DeepSeek-R1 jiri mmụta nkwado kụziere ogologo echiche nke echiche, na-egosipụta n'ihu ọha nnukwu uru n'ụzọ ziri ezi sitere na ngụkọ ntinye aka.
Ụdị echiche ịgbatị nke Claude na-ahapụ ndị mmepe ka ha hazie mmefu ego token ka ihe nlereanya ahụ were ogologo oge na nzuzo nzuzo ma ọ bụ ọrụ nyocha tupu ịzaghachi.
AlphaCode na sistemu ndị yiri ya na-enyocha puku kwuru puku mmemme n'oge ule, wee nyochaa ma tinye ha n'usoro iji dozie ihe ịma aka mmemme asọmpi.
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Nkwalite oge ule
Ajụjụ a na-ajụkarị
What is Test-Time Compute Scaling?
Ntụle oge ule pụtara inye ihe nlere anya karịa oge na mgbako mgbe ọ na-aza ajụjụ, karịa ime ka ọ buru ibu n'oge ọzụzụ. Ọ bụ ọganihu dị n'azụ 'reasoning model' nwere ike dozie nsogbu mgbakọ na mwepụ na nzuzo site na ịtụgharị uche tupu ịzaghachi.
Kedu ihe 'mgbakọ oge ule' na-ezo aka?
Oge ule (oge ntinye-oge) gbakọọ bụ ọrụ a na-eme mgbe a na-emepụta azịza, dị iche na kọmpụta ejiri n'oge ọzụzụ ọzụzụ.
Kedu ka ụdị echiche dị ka o1 si eji agbakọ oge ule ọzọ?
Ha na-emepụta echiche agbatịkwu site na nzọụkwụ, nyocha na ịlele ngwọta tupu ha emee nzaghachi ikpeazụ.
Kedu ihe bụ isi azụmaahịa nke ngụkọ oge ule?
Ikwe ka ihe nlereanya na-eche ogologo oge na-emeziwanye izi ezi na nsogbu ndị siri ike mana na-abawanye oge nzaghachi na ọnụ ahịa mgbakọ.
Kedu ihe bụ nlele 'kachasị mma-nke-N'?
Best-of-N na-ewepụta ọtụtụ mbọ ngwọta n'otu n'otu ma na-eji akara ma ọ bụ nkwenye iji dobe nke kachasị ike, ụdị nlegharị anya oge ule.
Kedu ihe kpatara eji atụle oge ule dị ka 'scaling axis' ọhụrụ?
Ruo ọtụtụ afọ scaling pụtara ibu ọzụzụ na-agba; test-time compute adds a second way to boost capability, by computing more at inference.