Tsari-da-warware Ƙaddamarwa
Shirye-shiryen-da-warware (PS) yana gaya wa ƙirar harshe da farko ya ƙirƙira takamaiman tsari sannan aiwatar da shi mataki-mataki, gyara gazawar da a sarari 'bari mu yi tunani mataki-mataki' yana haifar da barin baya.
Dubawa
It is a simple prompt tweak that meaningfully boosts multi-step reasoning without any extra training.
Zurfafa nutsewa
An gabatar da shi a cikin takarda ta 2023 ACL ta Lei Wang da abokan aiki, Shirin-da-warware faɗakarwa shine martani ga takamaiman rauni a cikin jerin tunani na sifili: samfuran galibi suna tsallake matakai, kuskure, ko karanta tambayar. PS ya maye gurbin umarni guda ɗaya 'Bari muyi tunani mataki-mataki' tare da umarni mai kashi biyu: 'Bari mu fara fahimtar matsalar kuma mu tsara shirin magance ta. Sannan, bari mu aiwatar da shirin kuma mu magance matsalar mataki-mataki.' Ingantattun bambance-bambancen, PS+, yana ƙara masu tuni don cire masu canji masu dacewa, ƙididdige sakamakon matsakaici, da kula da lambobi. A kan ma'auni kamar GSM8K da SVAMP, PS + ya rufe yawancin rata tare da ƴan-tsarin-tunani yayin da ba ya buƙatar misalan aiki a cikin hanzari.
Fahimtar Fasaha
Tsarin yana cikin hanzari: ta hanyar neman tsari kafin aiwatarwa, PS yana canza ƙirar ƙirar ƙira don haka da farko ya samar da babban matakin ƙararrawa, wanda sannan ya ba da cikakken cikakkun bayanai na dalilan da ke biyo baya. Wannan rabuwa yana rage 'ɓataccen mataki' da kurakuran lissafi. PS+ yana ƙara jan hankali ta hanyar ba da suna a fili da masu canji da matsakaicin adadi, yana aiki azaman ɓangarorin ƙirƙira da kansa maimakon dogaro da misalan da aka rubuta da hannu.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Tsari-da-warware Ƙaddamarwa
Tunanin shirin-da-warware yanzu an toya shi cikin tsarin wakilai da tsarin 'tunanin' waɗanda ke raba tsari da aiwatarwa a asali. Yi tsammanin tsarawa zai haifar da haɗuwa tare da amfani da kayan aiki, tabbatarwa da kai, da hanyoyin binciken bishiya, kuma ya zama dabi'ar da ta dace ta ciki a cikin ƙwararrun ƙira-zuwa-hankali maimakon faɗakarwa ta hannu. Darasi mai ɗorewa shi ne cewa ruɓar ɗawainiya kafin yin aiki abu ne mai arha, ribar dogaro mai yawa.
Aiwatar da Gaskiyar Duniya
Magance matsalolin kalmomin lissafi na mataki-mataki da yawa (GSM8K) inda samfurin ya fara jera adadi, sannan a lissafta su cikin tsari.
Jagorar mai taimaka coding don zayyana ayyuka da lamurra na gaba kafin rubuta kowace lambar aiwatarwa.
Ƙirƙirar wakili na goyon bayan abokin ciniki don fara gano maƙasudin maƙasudin mai amfani, sannan a tsara matakan ƙuduri.
Karɓar hadadden buƙatun-binciken bayanai cikin 'tsarin tambayoyin' wanda ke biye da matakan 'gudu da haɗa sakamako'.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Mafi ƙanƙanta-zuwa-Mafi Ƙarfafawa
Tambayoyin da ake yawan yi
What is Plan-and-Solve Prompting?
Shirye-shiryen-da-warware (PS) yana gaya wa ƙirar harshe da farko ya ƙirƙira takamaiman tsari sannan aiwatar da shi mataki-mataki, gyara gazawar da a sarari 'bari mu yi tunani mataki-mataki' yana haifar da barin baya. Sauƙaƙe tweak ne mai sauƙi wanda ke haɓaka tunani mai matakai da yawa ba tare da ƙarin horo ba.
Wane babban canji ne ke haifar da Tsari-da-warware zuwa daidaitaccen sarkar-tunani na sifili?
Ƙaddamar da PS yana raba umarnin zuwa ƙirƙira tsari sannan aiwatar da shi mataki-mataki, maimakon layi ɗaya 'Bari muyi tunani mataki-mataki'.
Wadanne takamaiman rauni na a sarari sarkar-tunani aka ƙera Tsari-da-warware don magance?
Marubutan sun yi niyya ga kurakuran matakai da suka ɓace da kurakuran lissafi/lissafi waɗanda ke haifar da sarkar-zurfin tunani akai-akai.
Menene ingantaccen bambance-bambancen PS+ ya ƙara zuwa ainihin Tsarin-da-warware hanzari?
PS+ yana ƙara dalla-dalla masu tuni don cire masu canji masu dacewa, ƙididdige sakamako na matsakaici, da kula da lambobi, yana ƙwanƙwasa ɓangarorin da aka ƙirƙira.
A kan wane nau'in ma'auni aka kimanta da Tsari-da-warwarewa sosai?
An gwada PS da PS+ akan ma'auni na ilimin lissafi kamar GSM8K da SVAMP, a tsakanin sauran bayanan dalilai.
Me yasa samar da tsari kafin cikakkun matakan matakai yakan taimakawa samfurin autoregressive?
Saboda tsararru mai jujjuyawa ne, manyan alamu na shirin sun zama mahallin da ke jagorantar tunanin mataki-mataki na gaba, yana rage matakan tsallake-tsallake.