Incamake
Lens lens ni amayeri yo gusobanura yerekana ibintu byihishe kuri transformateur kuri buri cyiciro muburyo bwo guhanura amagambo, bikwemerera kureba ifishi ikekwa mubwimbitse. Nibyingenzi kuko ihindura imibare idasobanutse yimibare ihinduka inkuru isomeka, umurongo-ku-buryo bwerekana uburyo icyitegererezo kigeze ku gisubizo cyacyo.
Logit Lens na Intermediate Layer Decoding ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Transformator yubaka ubuhanuzi binyuze mubice byinshi, buriwese wongeyeho kuri 'vector isigaye' vector. Lens ya lens ifata leta yihishe murwego rwagati, ikoresha icyitegererezo cyanyuma cyurwego-rusanzwe hamwe nibisohoka bitarimo matrike, hanyuma igasoma ibimenyetso byerekana ko igice igice kimaze gushyigikira. Kuberako buri cyiciro cyandika mumigezi imwe isigaye, urashobora kuyisohora hakiri kare nubwo yari igenewe urwego rwanyuma. Abashakashatsi basanga kubintu byinshi bifatika byerekana ibimenyetso nyabyo bigaragara mugice cyo hagati hanyuma bigatunganywa, mugihe ibice byambere bikunze kugaragara hejuru-kurwego cyangwa gukoporora-ibyinjijwe. Impinduka nka 'tunes lens' itoza akantu gato kuri buri cyiciro kugirango ikosore idahuye, itanga isuku, idasakuza cyane.
Ubushishozi
Muburyo bwa tekinike: fata ibisigisigi bya enterineti bisigaye h_L kumurongo L, kugwiza no kudahuza (akenshi bihujwe no kwinjiza-gushiramo transpose) nyuma ya Layeri ya nyuma, hanyuma softmax. Ibi bikora kuko ibisigisigi bisigaye byongeweho kandi bigabana ishingiro hamwe nibisohoka umwanya murwego. Lens isanzwe ibogamye hakiri kare; lens yatunganijwe yiga guhindura affine A_L h_L + b_L kumurongo kugirango ushushanye ibihugu bigereranijwe murwego rwa decoding ya nyuma mu budahemuka.
Kumenya Lens Lens na Hagati Hagati ya Decoding
Lens lens ni amayeri yo gusobanura yerekana ibintu byihishe kuri transformateur kuri buri cyiciro muburyo bwo guhanura amagambo, bikwemerera kureba ifishi ikekwa mubwimbitse. Nibyingenzi kuko ihindura imibare idasobanutse yimibare ihinduka inkuru isomeka, umurongo-ku-buryo bwerekana uburyo icyitegererezo kigeze ku gisubizo cyacyo. Logit Lens na Intermediate Layer Decoding ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Logit Lens na Intermediate Layer Decoding 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 Logit Lens na Intermediate Layer Decoding 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
Kwiyumvisha urwego icyitegererezo cyambere 'kimenya' umurwa mukuru wUbufaransa mbere y igisubizo cyacyo cya nyuma.
Gupima salusiyo mugushakisha urwego aho ikimenyetso kibi ariko cyizewe kibanza kuganza imigezi isigaye.
Kugereranya lensitike isanzwe na lens yahujwe kugirango bapime uburyo imyizerere yo hagati yerekana.
Kugenzura niba ikimenyetso kijyanye n'umutekano cyo kwanga kigaragara hakiri kare cyangwa kongerwaho gusa ibice byanyuma.
Uburyo bwo Gushyira mu bikorwa
Logit Lens na Intermediate Layer Decoding mubikorwa
Kwiyumvisha urwego icyitegererezo cyambere 'kimenya' umurwa mukuru wUbufaransa mbere y igisubizo cyacyo cya nyuma.
Kwiyumvisha urwego rwambere icyitegererezo 'kimenya' umurwa mukuru wUbufaransa mbere y igisubizo cyacyo cya nyuma Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Logit Lens na Intermediate Layer Decoding mubikorwa
Gupima salusiyo mugushakisha urwego aho ikimenyetso kibi ariko cyizewe kibanza kuganza imigezi isigaye.
Gupima salusiyo mugushakisha aho ikimenyetso kibi ariko cyizewe kibanza kuganza imigezi isigaye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Logit Lens na Intermediate Layer Decoding mubikorwa
Kugereranya lensitike isanzwe na lens yahujwe kugirango bapime uburyo imyizerere yo hagati yerekana.
Ugereranije lensitike isanzwe hamwe ninteguza zapimwe kugirango bapime uburyo imyizerere yo hagati yicyitegererezo hagati yamakipe arikipe ikunze kubona umusaruro ushimishije mugihe isobanura ibipimo ngenderwaho byimbere, ikomeza inzira yo kuzamura abantu kubibazo byimbere, kandi ikurikirana inyungu zibyara umusaruro nibiciro byigihe.
Logit Lens na Intermediate Layer Decoding mubikorwa
Kugenzura niba ikimenyetso kijyanye n'umutekano cyo kwanga kigaragara hakiri kare cyangwa kongerwaho gusa ibice byanyuma.
Kugenzura niba ikimenyetso kijyanye no kwanga umutekano kigaragara hakiri kare cyangwa kongerwaho gusa nu byiciro bike byanyuma Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, 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.