Incamake
Kuringaniza ibanzirizasuzuma nuburyo bukoreshwa muburyo bwo guhuza imiterere yururimi rwakonjeshejwe mugutoza urutonde ruto rwikurikiranya rugenda rwerekanwa kuri buri cyiciro cyinjijwe. Iragufasha guhitamo moderi nini kubikorwa bishya mugihe uvugurura munsi ya 1% yibipimo.
Ijambo ryibanze ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Prefix tuning, yatangijwe nabashakashatsi ba Stanford Li na Liang mu 2021, ihuza transformateur yabigenewe idakora ku buremere bwayo. Aho kugirango uhuze neza ibipimo byose, itegura urukurikirane rwamahugurwa 'yerekana ibimenyetso' (prefix) kumfunguzo nindangagaciro kuri buri cyerekezo. Moderi yahagaritswe yitabira iyi prefix nkaho ari imiterere nyayo, ikayobora imyitwarire yayo kugikorwa runaka. Kuberako ibice byambere byonyine byize, urashobora kubika agace gato kambere kuri buri mwanya aho kuba kopi yuzuye yicyitegererezo. Ibi bituma gukora imirimo myinshi bihendutse kandi birinda guhunika ububiko bwuzuye neza. Irakora cyane cyane kumurimo wibisekuruza nkimbonerahamwe-ku-mwandiko hamwe nincamake, akenshi bihuza neza-neza neza-murwego rwo hejuru.
Ubushishozi
Bitandukanye no guhita uhuza, wongeyeho gusa ibice byinjiza byinjizwamo, prefix tuning itera urufunguzo ruto / agaciro indangagaciro muri buri gihinduramatwara cyo kwiyitaho. Kugirango uhagarike imyitozo, imbanzirizamushinga isanzwe itangwa numuyoboro muto ugaburira imbere (amayeri yo gusubiramo) aho kuba muburyo butaziguye; urwo rusobe rujugunywa nyuma yimyitozo, hasigara gusa matrice yize. Gusa ibipimo byibanze byakira gradients-umugongo wose uguma uhagaritse.
Kumenyekanisha imbanzirizamushinga
Kuringaniza ibanzirizasuzuma nuburyo bukoreshwa muburyo bwo guhuza imiterere yururimi rwakonjeshejwe mugutoza urutonde ruto rwikurikiranya rugenda rwerekanwa kuri buri cyiciro cyinjijwe. Iragufasha guhitamo moderi nini kubikorwa bishya mugihe uvugurura munsi ya 1% yibipimo. Ijambo ryibanze ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Prefix Tuning nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Prefix Tuning igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhuza umugongo umwe wa GPT-2 wahagaritswe kumeza kumeza-mwandiko uhugura prefix ntoya kuri dataset ya WebNLG
Gukora ibyicaro byabakiriya-byihariye byerekana incamake kuva muburyo bumwe busangiwe, buri kimwe nka fayili yimbere
Kuyobora imvugo yindimi imvugo cyangwa umuntu kuri chatbot utarinze kongera imyitozo yibanze
Kurwanya amakuru make-yo guhuza n'imihindagurikire y'ikirere, nk'amategeko cyangwa ubuvuzi bwanditse, aho byuzuye neza
Uburyo bwo Gushyira mu bikorwa
Guhuza imbanzirizamushinga
Guhuza umugongo umwe wa GPT-2 wafunzwe kugirango ubone imbonerahamwe-y-umwandiko uhugura prefix ntoya kuri dataset ya WebNLG.
Guhuza umugongo umwe wa GPT-2 wakonjeshejwe kumeza kumeza kumyandiko ukoresheje imyitozo yambere kuri WebNLG dataset Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhuza imbanzirizamushinga
Gukora ibyicaro byabakiriya-byihariye byerekana incamake kuva muburyo bumwe busangiwe, buri kimwe nka fayili yimbere.
Gukora ibintu byinshi byabakiriya-byihariye byerekana incamake kuva muburyo bumwe busangiwe, buri kimwe nka fayili yogusimbuza dosiye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhuza imbanzirizamushinga
Kuyobora imvugo yindimi imvugo cyangwa umuntu kuri chatbot utarinze kongera imyitozo yibanze.
Kuyobora imvugo yerekana imvugo cyangwa umuntu kuri chatbot utarinze kongera gupima ibipimo fatizo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhuza imbanzirizamushinga
Kurwanya amakuru make-yo guhuza n'imihindagurikire y'ikirere, nk'amategeko cyangwa ubuvuzi bwanditse, aho byuzuye neza.
Kurwanya amakuru make yo guhuza n'imihindagurikire y'ikirere, nk'amategeko cyangwa ubuvuzi bwanditse, aho gutunganya neza byuzuza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.