Uhlolojikelele
I-Analogical kanye ne-Step-Back ikhuthaza kokubili imodeli ukuthi icabange ngezinga eliphezulu kuqala: ukwaziswa okufanisayo kukhumbuza izinkinga ezixazululiwe ezifanayo, kuyilapho ukuhlehla kwenza ukuthi kutholwe umgomo oyisisekelo ngaphambi kokubhekana nemibandela ethile. Zibalulekile ngoba ukukhishwa kuvame ukushaya ukujula ngokuqondile emininingwaneni.
I-Analogical and Step-Back Prompting iyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga.
I-Deep Dive
Lawa ngamasu amabili ahlobene Google-ocwaningo lwango-2023 okuthuthukisa ukucabanga. I-Analogical prompting, ka-Yasunaga kanye nozakwabo, icela imodeli ukuthi izikhiqizele izibonelo ezimbalwa ezifanele, izinkinga ezifanayo eziye zazibona ngokuphumelelayo, kanye nezixazululo zabo ngaphambi kokuxazulula inkinga ehlosiwe, isuse isidingo sezibonelo ezibhalwe ngesandla. Ukwaziswa kwe-Step-Back, ka-Zheng nozakwabo, esikhundleni salokho kubuza umbuzo ongasho lutho kuqala ("isiphi isimiso esivamile noma iqiniso elibusa lokhu?"), kuthola noma izizathu mayelana nalowo mgomo, bese siwusebenzisa embuzweni obambekayo. Zombili zisunduza imodeli kude nemininingwane yangaphambi kwesikhathi. I-Step-Back ibonise izinzuzo ku-physics kanye nemibuzo ye-chemistry kanye nokucabanga kwe-multi-hop, kuyilapho i-analogical ikhuthaza ukukhiqizwa okuthuthukisiwe kwezibalo nekhodi ngokuhlanganisa izibonelo zenkinga ngayinye ethile.
I-Technical Insight
I-Step-Back isebenza ngoba ukusekela impendulo kumgomo oshiwo (awuthi, umthetho okahle wegesi noma incazelo) kukhawulela ukucabanga okuningiliziwe okulandelayo futhi kunciphisa ukushelela ezinyathelweni eziphakathi nendawo. Ukwaziswa kwe-analogical kusebenza ngoba izibonelo ezizikhiqizele zona zifaniswa ncamashi nenkinga ekhona, ngokuvamile ifaneleka kakhulu kunezibonelo ezimbalwa ezilungisiwe, futhi ziqala iphethini yesixazululo esifanele. Kokubili amashifu kubala ekubuyiseni ukukhipha okulungile kuqala, bese kwenziwa umsebenzi onemininingwane enesisekelo.
Ukufundisa I-Analogical kanye ne-step-back Prompting
I-Analogical kanye ne-Step-Back ikhuthaza kokubili imodeli ukuthi icabange ngezinga eliphezulu kuqala: ukwaziswa okufanisayo kukhumbuza izinkinga ezixazululiwe ezifanayo, kuyilapho ukuhlehla kwenza ukuthi kutholwe umgomo oyisisekelo ngaphambi kokubhekana nemibandela ethile. Zibalulekile ngoba ukukhishwa kuvame ukushaya ukujula ngokuqondile emininingwaneni. I-Analogical and Step-Back Prompting iyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga. Ukuze wakhe ukuqonda okujulile, phatha i-Analogical and Step-Back Prompting njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa imiyalo yedizayini ye-Analogical kanye ne-Step-Back Prompting, ukubuyisa, nokubuyekeza ama-loops njengohlelo olulodwa lokuxhumana oludidiyelwe. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukuphendula umbuzo we-physics ngokuqala usho umthetho ofanele (isb., umthetho wesibili ka-Newton) ngokuhlehlisa, bese uxhuma izinombolo.
Ukuxazulula inkinga entsha yezibalo ngokwenza imodeli ikhumbule izinkinga ezimbalwa ezifanayo ezixazululiwe ngokusebenzisa ukwaziswa okufaniswayo
Ukubhekana nombuzo we-multi-hop trivia ngokubuyela emuva esigabeni esibanzi noma ibhizinisi ngaphambi kokuhlanganisa amaqiniso
Ukukhiqiza ikhodi ngokuzenzela i-algorithm efanayo nesixazululo sayo, bese uyivumelanisa nomsebenzi wamanje
Amaphethini Okusebenzisa
I-Analogical kanye ne-step-Back Prompting ekusebenzeni
Ukuphendula umbuzo we-physics ngokuqala usho umthetho ofanele (isb., umthetho wesibili ka-Newton) ngokuhlehlisa, bese uxhuma izinombolo.
Ukuphendula umbuzo wefiziksi ngokuqala usho umthetho ofanele (isb., umthetho wesibili ka-Newton) ngokuhlehla, bese uxhuma izinombolo Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, agcine indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Analogical kanye ne-step-Back Prompting ekusebenzeni
Ukuxazulula inkinga entsha yezibalo ngokwenza imodeli ikhumbule izinkinga ezimbalwa ezifanayo ezixazululiwe ngokusebenzisa ukwaziswa okufaniswayo.
Ukuxazulula inkinga entsha yezibalo ngokwenza imodeli ikhumbule izinkinga ezimbalwa ezixazululiwe ezifanayo ngokusebenzisa amaThimba akhuthazayo avame ukuthola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamacala abucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Analogical kanye ne-step-Back Prompting ekusebenzeni
Ukubhekana nombuzo we-multi-hop trivia ngokubuyela emuva esigabeni esibanzi noma ibhizinisi ngaphambi kokuhlanganisa amaqiniso.
Ukubhekana nombuzo we-multi-hop trivia ngokubuyela emuva esigabeni esibanzi noma ebhizinisini ngaphambi kokuhlanganisa amaqiniso ngamaketango Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asematheni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Analogical kanye ne-step-Back Prompting ekusebenzeni
Ukukhiqiza ikhodi ngokuzenzela i-algorithm efanayo nesixazululo sayo, bese uyivumelanisa nomsebenzi wamanje.
Ukukhiqiza ikhodi ngokuzakhela i-algorithm efana nekhambi kanye nesisombululo sayo, bese ijwayelana nomsebenzi wamanje Amathimba ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.