Nhungamiro yehunyanzvi

Ronga-uye-Kugadzirisa Kukurudzira

Kuronga-uye-Gadzirisa (PS) kukurudzira kunoudza modhi yemutauro kuti itange yagadzira hurongwa hwakajeka wobva waita nhanho nenhanho, kugadzirisa kutadza kuri pachena 'ngatifungei nhanho nhanho' zvichikurudzira kusiya kumashure.

Teerera kugwaro iriAI-yakarondedzerwa · ~2 min

Pa peji ino2 min verenga
  1. Pfupiso
  2. Kudzika Kwakadzika
  3. Kuitwa muNyika yeChokwadi
  4. Ramangwana reKuronga-uye-Kugadzirisa Kukurudzira
  5. Kuzvishandisa
  6. Ramba Uchiongorora
  7. Mibvunzo inowanzo bvunzwa

Pfupiso

It is a simple prompt tweak that meaningfully boosts multi-step reasoning without any extra training.

Kudzika Kwakadzika

Yakaunzwa mu2023 ACL bepa naLei Wang nevamwe vaaishanda navo, Kuronga-uye-Solve kukurudzira yaive mhinduro kune imwe kushaya simba mu zero-shot cheni-ye-yekufunga: mhando dzinowanzo svetuka nhanho, kukanganisa, kana kuverenga mubvunzo zvisizvo. PS inotsiva murairo mumwe chete 'Ngatifungei nhanho nhanho' nemirairo ine zvikamu zviviri: 'Ngatitangei kunzwisisa dambudziko toronga hurongwa hwekurigadzirisa. Zvadaro, ngatiite hurongwa uye tigadzirise dambudziko danho nedanho.' Musiyano wakakwidziridzwa, PS +, unowedzera zviyeuchidzo kuti ubvise akakodzera akasiyana, kuverenga mhedzisiro yepakati, uye teerera kune manhamba. Pamabhenji senge GSM8K uye SVAMP, PS + yakavhara yakawanda yegeji nemashoma-kupfurwa ketani-ye-yekufunga asi isingade yakashanda mienzaniso mukukasira.

Kuitwa muNyika yeChokwadi

Kugadzirisa akawanda-nhanho giredhi-chikoro math mazwi matambudziko (GSM8K) apo modhi inotanga kunyora huwandu, wozozviunganidza zvakarongeka.

Kutungamira mubatsiri wekodha kuti ataure mabasa uye edge makesi asati anyora chero kodhi yekushandisa.

Kugadzira mutengi anotsigira mutengi kuti atange aona chinangwa chemushandisi, wozoteedzera matanho ekugadzirisa.

Kupwanya chikumbiro chakaoma chekuongorora-data kuita 'ronga mibvunzo' inoteverwa ne 'mhanya uye sanganisa zvabuda'.

Ramangwana reKuronga-uye-Kugadzirisa Kukurudzira

Kuronga-ne-kugadzirisa kufunga kwave kubikwa muajenti masisitimu uye 'kurangarira' modhi inoparadzanisa kuronga kubva mukuitwa. Tarisira mazano ekuronga kusanganisa nekushandisa turusi, kuzvionera wega, uye nzira dzekutsvagisa miti, uye kuva maitiro emukati akasarudzika mumamodeli akadzidziswa-ku-kufunga kwete kukurumidza kukurumidza. Chidzidzo chekupedzisira ndechekuti kuora basa usati waita chinhu chakachipa, chinofambiswa zvakanyanya kuvimbika kuwana.

Kuzvishandisa

Nei zvichikosha

  • Mutengo uye bhajeti. Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
  • Sarudzo dzakajeka. Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
  • Kudzora kwemhando yepamusoro. Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.

Chenjera

  • Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
  • Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
  • Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.

Matanho anotevera

  1. Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
  2. Benchmark pasi pechokwadi mutoro uye data mamiriro.
  3. Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
  4. Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.

Ramba Uchiongorora

Tsamba yemahara

Tora iyo yemazuva ese AI pfupiso

Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.

Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.

Zviedze iwe pachako

Take the Plan-and-Solve Prompting quiz

Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.

Tanga mibvunzo

Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo

Mibvunzo inowanzo bvunzwa

What is Plan-and-Solve Prompting?

Kuronga-uye-Gadzirisa (PS) kukurudzira kunoudza modhi yemutauro kuti itange yagadzira hurongwa hwakajeka wobva waita nhanho nenhanho, kugadzirisa kutadza kuri pachena 'ngatifungei nhanho nhanho' zvichikurudzira kusiya kumashure. Icho chiri nyore kukurumidza tweak icho chine musoro chinosimudzira akawanda-nhanho kufunga pasina kumwe kudzidziswa.

Ndeipi shanduko huru inoitwa nePlan-uye-Solve kukurudzira kune yakajairwa zero-pfuti cheni-ye-yekufunga?

PS kukurudzira inopatsanura rairo mukugadzira hurongwa uyezve kuita nhanho nenhanho, pachinzvimbo cheiyo imwechete 'Ngatifunge nhanho nhanho' mutsara.

Ndeupi utera hwepachena-cheni-ye-pfungwa yaive Plan-and-Solve yakagadzirirwa kugadzirisa?

Vanyori vakanangana nekushaikwa-nhanho zvikanganiso uye arithmetic/calculation zvikanganiso izvo zero-pfuti ketani-ye-pfungwa inowanzo gadzirwa.

Chii chinokwidziridzwa PS + musiyano chinowedzera kune yakakosha Plan-uye-Solve kukurumidza?

PS + inowedzera zviyeuchidzo zvekubvisa akakodzera akasiyana, kuverenga mhedzisiro yepakati, uye teerera kune manhamba, uchirodza scaffold inozvigadzira.

Pamhando ipi yebhenji yakaongororwa zvine mukurumbira Kuronga-uye-Kugadzirisa?

PS uye PS + zvakaedzwa pamabhenji ekufunga masvomhu akadai seGSM8K neSVAMP, pakati pemamwe dhatabheti rekufunga.

Sei kugadzira hurongwa pamberi pematanho akadzama anowanzo kubatsira iyo autoregressive modhi?

Nekuti chizvarwa chiri autoregressive, iyo yepamusoro-yepamusoro chirongwa tokens inova mamiriro anotungamira anotevera nhanho-ne-nhanho kufunga, kuderedza akasvetuka nhanho.