Dubawa
Maimakon yin tsinkaya kawai alamar na gaba, an horar da samfurin don yin hasashen alamu da yawa na gaba lokaci guda. Wannan yana kaifafa siginonin koyo kuma yana buɗe ra'ayi cikin sauri ta hanyar ƙididdige ƙididdiga na kai.
Horarwar Hasashen Alamu da yawa wani ɓangare ne na tarin yare-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
An horar da daidaitattun ƙirar harshe tare da tsinkayar alama ta gaba: idan aka ba da mahallin, tsinkaya alamar gaba guda ɗaya. Hasashen Alamar Multi-Token (MTP), wanda takarda ta 2024 Meta ta shahara kuma aka karɓa a cikin DeepSeek-V3, yana ƙara ƙarin shugabannin fitarwa masu nauyi don haka samfurin lokaci guda yana annabta alama ta gaba tare da alamu na 2nd, 3rd, da 4th gaba daga ɓoye ɗaya. Wannan yana tilasta cibiyar sadarwa don yin shirin gaba zuwa gaba kuma yana ƙaddamar da siginar horo - kowane matsayi yanzu yana ba da gudummawar sharuɗɗan asarar da yawa. Meta ya ruwaito musamman manyan ribar da aka samu akan ƙididdigewa da tunani mai ƙima, tare da manyan samfura suna cin gajiyar ƙarin. Mahimmanci, za a iya jefar da ƙarin kawunan bayan horo, don haka girman samfurin a lokacin turawa baya buƙatar girma.
Fahimtar Fasaha
MTP yana liƙa n kawunan tsinkaya masu zaman kansu a saman akwati da aka raba; kai k yana tsinkayar alamar a matsayi t +k daga wakilci a matsayi t. Ana tattara asarar da aka yi yayin horo. Dangane da ra'ayi, shugabannin mataimakan suna ba da damar ƙididdige ƙididdiga na kai-tsaye: ƙirar ta ba da shawarar alamu da yawa a cikin fasfo ɗaya, sannan ta tabbatar da su, ta cimma kusan tsararru 3x cikin sauri ba tare da canza rarraba kayan sarrafawa ba.
Jagorar Koyarwar Hasashen Multi-Token
Maimakon yin tsinkaya kawai alamar na gaba, an horar da samfurin don yin hasashen alamu da yawa na gaba lokaci guda. Wannan yana kaifafa siginonin koyo kuma yana buɗe ra'ayi cikin sauri ta hanyar ƙididdige ƙididdiga na kai. Horarwar Hasashen Alamu da yawa wani ɓangare ne na tarin yare-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, bi da Multi-Token Prediction Training a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi masu amfani da Multi-Token Prediction ƙira ƙira ta sawa, dawo da, da sake duba madaukai azaman tsarin sadarwa mai haɗaka. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
DeepSeek-V3 ta amfani da makasudin MTP yayin horarwa don haɓaka ingantaccen bayanai da ba da damar ƙididdige ƙima.
Meta's model-generation code nuna daidaito nasarori akan HumanEval da MBPP daga tsinkayar alamu da yawa.
Ƙididdigar ƙididdiga ta kai-da-kai: zayyana alamun 3-4 a kowane wucewar gaba sannan tabbatarwa da sauri, fitarwa-kiyayyar fitarwa.
Mai saurin cikawa da sauri a cikin mataimakan coding inda aka gabatar da alamu da yawa da aka yi la'akari da su a mataki ɗaya.
Hanyoyin Aiwatarwa
Multi-Token Hasashen Horo a aikace
DeepSeek-V3 ta amfani da makasudin MTP yayin horo don haɓaka ingantaccen bayanai da ba da damar yanke ƙira.
DeepSeek-V3 ta amfani da maƙasudin MTP yayin horarwa don haɓaka ingantaccen bayanai da ba da damar ƙwararrun ƙididdiga masu ƙima yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Multi-Token Hasashen Horo a aikace
Meta's model-generation code nuna daidaito nasarori akan HumanEval da MBPP daga tsinkayar alamu da yawa.
Meta's model-generation code-suna nuna daidaiton nasarori akan HumanEval da MBPP daga tsinkayar alamu da yawa Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, suna kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Multi-Token Hasashen Horo a aikace
Ƙididdigar ƙididdiga ta kai-da-kai: zayyana alamun 3-4 a kowane wucewar gaba sannan tabbatarwa da sauri, fitarwa-kiyayyar rarrabawa.
Ƙididdigar ƙididdiga ta kai-da-kai: zayyana alamun 3-4 a kowace wucewa ta gaba sannan tabbatarwa da sauri, Ƙungiyoyin fitarwa na rarraba rarraba yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da kuma bin diddigin abubuwan da aka samu na yawan aiki da ƙimar kuskure akan lokaci.
Multi-Token Hasashen Horo a aikace
Mai saurin cikawa ta atomatik a cikin mataimakan coding inda aka gabatar da alamu masu yuwuwa da yawa kuma a duba a mataki ɗaya.
Mai saurin cikawa ta atomatik a cikin mataimakan coding inda aka gabatar da alamu da yawa masu yuwuwa kuma an duba su a mataki ɗaya Ƙungiyoyi yawanci suna samun kyakkyawan sakamako lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.