Incamake
Icyitegererezo cyigihembo numuyoboro udasanzwe watojwe guhanura uburyo igisubizo cya AI ari cyiza, gikora nk'imikorere yihariye yo guca imanza zabantu. Moteri yo gutanga amanota niyo ituma imbaraga zishimangira kubitekerezo byabantu bishoboka mubipimo.
Kwerekana ibihembo ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Kugereranya ibihembo bikemura ikibazo gifatika: abantu ntibashobora kugereranya buri kimwe cya miriyoni zumusaruro icyitegererezo gitanga mugihe cyamahugurwa. Ahubwo, labelers igereranya agace gato k'ibisubizo, mubisanzwe gutoranya mubisubizo bibiri kubisubizo bimwe nibyiza. Icyitegererezo cyo guhemba noneho cyatojwe kubigereranya kugirango bisohore amanota imwe ya scalar kubantu bose bahita basubiza. Intego isanzwe yo guhugura ni moderi ya Bradley-Terry, ihindura ibyifuzo byombi muburyo igisubizo gishobora kurenza ikindi. Iyo umaze guhugurwa, iyi moderi yigihembo irashobora gusuzuma bihendutse ibisubizo bishya bitagira imipaka, bitanga ikimenyetso ko algorithms nka PPO ikoresha mugutezimbere ururimi. Ingero zigihembo nazo zongera gukoreshwa mugihe cyo gufata umwanzuro mwiza-wa-N, aho abakandida benshi batangirwa kandi amanota menshi agasubizwa.
Ubushishozi
Icyitegererezo cyigihembo nicyitegererezo cyururimi rwibanze hamwe na token-guhanura umutwe wasimbujwe umurongo umwe ugaragara usohora scalar imwe. Amahugurwa yerekana byinshi-bishoboka ko igisubizo cyatoranijwe gifite amanota arenze ayo yanze: igihombo = -log (sigmoid (r_hitamo - r_yanze)). Gusa itandukaniro ritandukanye rifite akamaro, igipimo cyuzuye rero uko bishakiye. Ubwiza bufatika kuri label ihamye no gukwirakwiza uburyo bwo gusubiza.
Kumenya ibihembo
Icyitegererezo cyigihembo numuyoboro udasanzwe watojwe guhanura uburyo igisubizo cya AI ari cyiza, gikora nk'imikorere yihariye yo guca imanza zabantu. Moteri yo gutanga amanota niyo ituma imbaraga zishimangira kubitekerezo byabantu bishoboka mubipimo. Kwerekana ibihembo ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata ibihembo byerekana ibihembo 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 ibihembo byerekana ibihembo byerekana ibihembo, kugarura, no gusuzuma 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
Guha ingufu RLHF kubafasha nka ChatGPT na Claude utanga amanota yabakandida mugihe cy'amahugurwa ya PPO
Ibyiza-bya-N icyitegererezo, aho icyitegererezo gitanga ibisubizo byinshi kandi ibihembo byigihembo bihitamo ibyiza kubakoresha
Imibare na code 'verifiers' cyangwa uburyo bwo gutanga ibihembo byerekana amanota hagati yo gutekereza kugirango utezimbere ibibazo
Gutondekanya no gushungura amakuru yimyitozo ngororamubiri, kugumya gusa ibisekuru byinshi-amanota menshi kugirango arusheho guhuza neza
Uburyo bwo Gushyira mu bikorwa
Guhemba Icyitegererezo mubikorwa
Guha ingufu RLHF kubafasha nka ChatGPT na Claude mugutanga ibisubizo kubakandida mugihe cy'amahugurwa ya PPO.
Guha ingufu RLHF kubafasha nka ChatGPT na Claude mugutsindira ibisubizo byabakandida mugihe cyamahugurwa ya PPO Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe.
Guhemba Icyitegererezo mubikorwa
Ibyiza-bya-N icyitegererezo, aho icyitegererezo gitanga ibisubizo byinshi kandi ibihembo byigihembo bihitamo ibyiza kubakoresha.
Ibyiza-bya-N icyitegererezo, aho icyitegererezo gitanga ibisubizo byinshi kandi ibihembo byigihembo bitoranya ibyiza kubakoresha Amakipe mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhemba Icyitegererezo mubikorwa
Imibare na code 'verifiers' cyangwa uburyo bwo gutanga ibihembo byerekana amanota hagati yo gutekereza kugirango utezimbere ibibazo.
Imibare hamwe na code 'verifiers' cyangwa uburyo bwo gutanga ibihembo byerekana amanota hagati yo gutekereza kugirango batezimbere gukemura amakipe ubusanzwe babona ibisubizo byiza iyo basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Guhemba Icyitegererezo mubikorwa
Gutondekanya no gushungura amakuru yimyitozo ngororamubiri, kugumya gusa ibisekuru byinshi-amanota menshi kugirango arusheho guhuza neza.
Gutondekanya no gushungura amakuru yimyitozo ngororamubiri, kugumana ibisekuru byatsinze amanota menshi kugirango irusheho gutunganya neza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro 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.