Incamake
Uburebure busanzwe buhindura intego-yoguhuza intego kugirango moderi ihagarike gutsindira kwemererwa kwandika ibisubizo birebire. Nibyiza kuko ibimenyetso byigihembo bidakosowe bisunika ibiganiro kuri verose, ibisubizo bya padi aho kuba byiza rwose.
Uburebure busanzwe muburyo bwo guhitamo Optimisation yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Iyo moderi ihujwe nuburyo nka RLHF cyangwa DPO, bigira kubigereranya aho abantu (cyangwa icyitegererezo cyigihembo) bahisemo 'ibyiza' byibisubizo bibiri. Ikosa rikomeje ni uko ibisubizo birebire bikunda gukundwa nubwo bitaba byiza mubyukuri, icyitegererezo rero cyiga shortcut: vuga ijambo. Uburebure busanzwe burwanya ibi. Muri DPO ibihembo bidasubirwaho ni igiteranyo cya buri token log-probability itandukanye, ikura muburyo bwuburebure. Ibihinduka nkuburebure-busanzwe DPO na SimPO bigabanya icyo gihembo numubare wibimenyetso, utanga amanota kuri buri kimenyetso aho. Igisubizo nicyitegererezo kiguma kigufi kandi ku ngingo aho guhinduranya ibisubizo kumikino intego.
Ubushishozi
Igihembo cya DPO ni log-ratio hagati ya politiki yateguwe kandi yerekanwe, yegeranijwe kuri buri kimenyetso mubisubizo. Kuberako buri kimenyetso kongeramo irindi jambo (mubisanzwe ryiza), umunzani wigihembo cyigihe hamwe nuburebure bwikurikiranya, kubogama muburyo bwiza bwo kurangiza. SimPO ita urugero rwerekana kandi ikoresha impuzandengo ya log-probabilite kuri buri kimenyetso nkigihembo, hiyongereyeho intego yigihembo. Kugabanya uburebure bikuraho uburebure bwubukanishi, bityo gradients zikunda zigaragaza ubuziranenge kuruta kubara ijambo.
Kumenya Uburebure Ubusanzwe muburyo bwo guhitamo
Uburebure busanzwe buhindura ibyifuzo-byo guhuza intego kugirango moderi ihagarike gutsindira kwemererwa kwandika ibisubizo birebire. Nibyingenzi kuko ibimenyetso byigihembo bidakosowe bisunika ibiganiro kuri verose, ibisubizo bya padi aho kuba byiza rwose. Uburebure busanzwe muburyo bwo guhitamo Optimisation yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Uburebure busanzwe muburyo bwo guhitamo Optimisiyoneri 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 Uburebure busanzwe muburyo bwo guhitamo Optimisiyoneri yubaka icyitegererezo gikomeye cyambere, hanyuma ushushanye izo moderi kubibuza umusaruro. 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.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. 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
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. 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 afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. 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 umukiriya-wunganira umufasha hamwe na SimPO kuburyo itanga ibisobanuro, ibisubizo nyabyo aho kuba paragarafu zisa neza neza.
Gutangaza 'uburebure bugenzurwa nubutsinzi' kuri AlpacaEval 2 kugirango werekane icyitegererezo cyateye imbere mubyukuri aho kubona ikiganiro gusa.
Ongeraho uburebure busanzwe muri DPO mugihe uhuza neza moderi ya coding kugirango igarure uduce duto duto twukuri, ntabwo tubyibushye.
Gupima igihembo cyigihembo gitanga amanota maremare hejuru, hanyuma ukayatesha agaciro mbere yo kuyakoresha kugirango uhuze umufasha wandika.
Uburyo bwo Gushyira mu bikorwa
Uburebure busanzwe muburyo bwo guhitamo ibikorwa
Guhuza umukiriya-wunganira umufasha hamwe na SimPO kuburyo itanga ibisobanuro, ibisubizo nyabyo aho kuba paragarafu zisa neza neza.
Guhuza umufasha-wunganira abakiriya hamwe na SimPO kugirango itange ibisubizo byuzuye, ibisubizo nyabyo aho kuba paragarafu zisa neza gusa Amakipe asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Uburebure busanzwe muburyo bwo guhitamo ibikorwa
Gutangaza 'uburebure bugenzurwa nubutsinzi' kuri AlpacaEval 2 kugirango werekane icyitegererezo cyateye imbere mubyukuri aho kubona ikiganiro gusa.
Gutangaza 'igipimo cyagenwe cyatsinzwe' kuri AlpacaEval 2 kugirango werekane icyitegererezo cyateye imbere mubyukuri aho kubona gusa amakipe aganira mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Uburebure busanzwe muburyo bwo guhitamo ibikorwa
Ongeraho uburebure busanzwe muri DPO mugihe uhuza neza moderi ya coding kugirango igarure uduce duto duto twukuri, ntabwo tubyibushye.
Ongeraho uburebure busanzwe muri DPO mugihe uteganya neza moderi ya code kugirango igarure uduce duto duto twukuri, ntabwo ibibyimba byabyibushye Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Uburebure busanzwe muburyo bwo guhitamo ibikorwa
Gupima igihembo cyigihembo gitanga amanota maremare hejuru, hanyuma ukayatesha agaciro mbere yo kuyakoresha kugirango uhuze umufasha wandika.
Gupima icyitegererezo cyigihembo gitanga amanota maremare hejuru, hanyuma ukayatesha agaciro mbere yo kuyakoresha kugirango uhuze amakipe yungirije yandika Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Uburebure busanzwe muburyo bwo guhitamo Optimisiyasi ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Uburebure busanzwe muburyo bwo guhitamo Optimisiyasi ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.