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.
Uhlolojikelele
They matter because abstraction often beats diving straight into details.
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.
I-Strategic Impact
Isivinini nesikali
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Finyelela futhi ufinyelele
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Izinqumo ezicacile
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Ikusasa Le-analogical kanye ne-step-back Prompting
Lindela lawa maphethini okukhipha-okokuqala ukuze ahlangane namasistimu okubuyisa, lapho isimiso sokubuyela emuva siba umbuzo onembile ube isisekelo solwazi, kanye nabahleli bama-ejenti abacabanga ngamasu ngaphambi kwamaqhinga. Ucwaningo luyacwenga lapho izifaniso ezizikhiqizele zona zisiza uma zethula izibonelo ezingabalulekile noma ezingalungile, futhi zihlanganisa ukubuyela emuva nokuqinisekisa ukuze isimiso esikhethiwe sihlolwe ngaphambi kokuthi kwakhiwe ukucabanga okunzima kuso. Kungenzeka abe okuzenzakalelayo kumamodeli acushwe ukucabanga.
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
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.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Okungenani-kuya-Kuningi
Imibuzo evame ukubuzwa
What is Analogical and 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.
Yini ukwaziswa kwe-analogical okucela imodeli ukuthi yenze ngaphambi kokuxazulula inkinga eqondiwe?
Ukwaziswa kwe-analogical kwenza imodeli ikhiqize izibonelo zayo ezifanele nezisombululo, ezihambisana nenkinga.
Yisiphi isinyathelo sokuqala sokwazisa nge-Step-Back?
Isinyathelo Emuva siqala ngokubuza umbuzo ongasho ukuveza umgomo noma iqiniso elilawula inkinga.
Kungani ukusekela impendulo esimisweni esishiwo (Isinyathelo-Emuva) kusiza?
Ukusho isimiso esibusayo kuqala kuyaqondisa futhi kuvimbele izinyathelo ezinemininingwane, kwehlisa amathuba amaphutha.
Yiziphi izinhlobo zemisebenzi lapho ukwaziswa kwe-Step-Back kwabonisa izinzuzo eziphawulekayo?
Ukubuyela Emuva kuthuthukise ukusebenza kwemibuzo yesayensi nokucabanga kwe-multi-hop ngokukhipha kuqala.
Iyini ingozi ephawulekayo yokwaziswa okufaniswayo?
Ngenxa yokuthi imodeli isungula ama-analogies ayo, lezo zibonelo ngezinye izikhathi zingasho lutho noma zingalungile, zilimaze impendulo.