Incamake
Gutoranya byihuta byihuta byururimi rwicyitegererezo kureka icyitegererezo gito 'umushinga' ukeka ibimenyetso byinshi imbere, hanyuma ukagira icyitegererezo kinini ubigenzura mumurongo umwe. Intambwe yo kugenzura neza yemeza ibyasohotse bihuye nibyo moderi nini yaba yarabyaye wenyine.
Kugenzura ibyitegererezo ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Autoregressive generation iratinda kuko buri kimenyetso gikeneye inzira yimbere yimbere yikitegererezo kinini. Icyitegererezo cyicyitegererezo gikosora ibi muguhuza umushinga uhendutse hamwe nicyitegererezo gihenze. Umushinga utanga icyerekezo gito cyibimenyetso (vuga 4-8); intego noneho itanga amanota yose muri parallel imwe imbere. Guhindura kwangwa-gutoranya amategeko yemera prefix ndende ijyanye nintego yo kugabura kwayo hamwe nicyitegererezo kumwanya wambere wanze. Kuberako kwemerwa birashoboka kandi bigakosorwa, umurongo wanyuma wikimenyetso ugabanijwe neza nkaho intego yabyaye wenyine, nta gihombo cyiza. Ibisanzwe byihuta ni 2-3x mugihe umushinga wihuta kandi uhujwe neza, kubera ko ibimenyetso byinshi byemezwa kumuhamagaro uhenze.
Ubushishozi
Kuri buri cyapa cyateguwe, ugereranya intego ishobora kuba q hamwe ninteguza p. Emera nibishoboka min (1, q / p); niba byanze, icyitegererezo kivuye mubisanzwe bisigaye bigabanywa max (0, q-p). Iri tegeko ryo kwangwa rituma marginal isaranganya ihwanye nicyitegererezo cyiza. Intego ibangikanye nayo itanga ubutaha-ikimenyetso cyo kugabura 'kubuntu' nyuma yikimenyetso cya nyuma cyemewe, bityo iterambere ntirihagarara.
Kumenya Kugereranya Icyitegererezo
Gutoranya byihuta byihuta byururimi rwicyitegererezo kureka icyitegererezo gito 'umushinga' ukeka ibimenyetso byinshi imbere, hanyuma ukagira icyitegererezo kinini ubigenzura mumurongo umwe. Intambwe yo kugenzura neza yemeza ibyasohotse bihuye nibyo moderi nini yaba yarabyaye wenyine. Kugenzura ibyitegererezo ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugira ngo wubake byimbitse, fata Spulative Sampling Verification 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 Speculative Sampling Verification 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
Gukora moderi ya 70B yo kuganira hamwe na 7B yerekana icyitegererezo kugirango ugabanye gutinda gusubiza hafi kabiri hamwe nubwiza busohoka.
Imiterere ya Medusa kumutwe umwe uhanura ibimenyetso byinshi bizaza, hanyuma ukabigenzura udafite umushinga wihariye.
Igiti gishingiye ku gutondeka ibiti bitanga amashami menshi kandi bikagenzurwa byose muburyo bumwe.
Kwihutisha abafasha-kurangiza abafasha aho umushinga wikitegererezo ukemura ibyateganijwe byavuzwe ko moderi nini yemeza vuba.
Uburyo bwo Gushyira mu bikorwa
Kugereranya Icyitegererezo Kugenzura mubikorwa
Gukora moderi ya 70B yo kuganira hamwe na 7B yerekana icyitegererezo kugirango ugabanye gutinda gusubiza hafi kabiri hamwe nubwiza busohoka.
Gukora moderi ya 70B yo kuganira hamwe na 7B yerekana icyitegererezo kugirango ugabanye ubukererwe bwikubye kabiri hamwe nibisohokayandikiro bisa nkibisanzwe Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kugereranya Icyitegererezo Kugenzura mubikorwa
Imiterere ya Medusa kumutwe umwe uhanura ibimenyetso byinshi bizaza, hanyuma ukabigenzura udafite umushinga wihariye.
Imiterere ya Medusa kumutwe umwe uteganya ibimenyetso byinshi bizaza, hanyuma ukabigenzura udafite umushinga wihariye wurusobe Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kugereranya Icyitegererezo Kugenzura mubikorwa
Igiti gishingiye ku gutondeka ibiti bitanga amashami menshi kandi bikagenzurwa byose muburyo bumwe.
Igiti gishingiye ku gutondekanya ibiti bisaba gukomeza amashami menshi kandi bikagenzurwa byose mu ntego imwe Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kugereranya Icyitegererezo Kugenzura mubikorwa
Kwihutisha abafasha-kurangiza abafasha aho umushinga wikitegererezo ukemura ibyateganijwe byavuzwe ko moderi nini yemeza vuba.
Kwihutisha abafasha-kurangiza-kode aho umushinga wicyitegererezo ukemura ibyateganijwe ko moderi nini yemeza byihuse Amakipe asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana 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.