Uxhaxha Lwezinkulumo ze-AI 12: Ukuthuthukiswa Kwe-Prompt?

Ukuthuthukiswa kwe-Prompt (Ubunjineli be-Prompt / Ukulungiswa) kuyikhono elibalulekile lokwenza imodeli yolimi enkulu "ilalele", ikakhulukazi ezinhlelweni ze-RAG, lapho inquma ngqo ukuthi imodeli izohambisana ngokwethembeka nokuqukethwe okutholakele, igweme ukudala amanga, futhi ikhiphe ifomethi ejwayelekile.

I. Izimiso Eziyinhloko Zokuthuthukiswa Kwe-Prompt

Ukucaca > Ubunzima: Imiyalo elula eqondile ivame ukusebenza kangcono kunezindlela eziyinkimbinkimbi zokucabanga.
Nikeza Imingcele: Tshela imodeli ngokusobala "yini engayenza noma engayenzi".
Hlinzeka Izibonelo: I-Few-shot izinzile kune-Zero-shot.
Okungenakuqinisekiswa: Yenza imodeli ikhiphe izikhombo noma ukuzethemba, ukuze kube lula ukwahlulela okulandelayo.
Ukuthuthukiswa Okuphindaphindayo: Qala nge-baseline, ushintshe ukuguquguquka okukodwa ngesikhathi, bese uqhathanisa imiphumela.

II. Amasu Athile Okuthuthukisa (Kusukela Kulula Kuya Enzima)

1. Ukumiswa Kwendima (I-System Prompt)

Ungumsizi wamakhasimende oqeqeshiwe. Ungaphendula kuphela ngokusekelwe ku-[Imithombo Yereferensi] enikezwayo ngezansi.
Uma ungazi impendulo, yisho ngokuqondile "Akukho lwazi olutholakalayo kumithombo", ungazakheli.

Inhloso: Ukumisa umngcele nethoni.
Iphuzu lokulungisa: Ithoni (obungcweti / ubungane), ukuqina kwemingcele (ukuqinile / ukukhululeka).

2. Imiyalo Ecacile

❌ Kubi: "Phendula umbuzo womsebenzisi."
✅ Kuhle: "Ngena kuphela emthonjeni [Imithombo Yereferensi] engezansi. Uma imithombo ingenazo izimpendulo, phendula ngokuthi 'Angikwazi ukuphendula lo mbuzo'."

3. Ukulawula Ifomethi Yokukhipha

Sicela ukhiphe ngefomethi ye-JSON elandelayo:
{
  "answer": "Impendulo yakho",
  "confidence": "Phezulu/Phakathi/Phansi",
  "sources": [1, 3]
}

Injongo: Ukwenza kube lula ukuhlaziya, ukukhomba, nokuhlola okulandelayo.

4. Izibonelo ze-Few-shot (Zisebenza Kakhulu)

Isibonelo 1:
Umbuzo: Zingaki izinsuku zamaholidi onyakeni?
Imithombo Yereferensi: Umthetho wamaholidi: unyaka owodwa izinsuku ezi-5, iminyaka eyi-10 izinsuku eziyishumi.
Impendulo: Unyaka owodwa izinsuku ezi-5, iminyaka eyi-10 izinsuku eziyishumi.

Isibonelo 2:
Umbuzo: I-overdrive ibalwa kanjani?
Imithombo Yereferensi: Ukusebenza emini i-1.5x, ngempelasonto i-2x.
Impendulo: Emini i-1.5x, ngempelasonto i-2x.

Manje phendula:
Umbuzo: {umbuzo womsebenzisi}
Imithombo Yereferensi: {okuqoqiwe}
Impendulo:

Ithiphu: Izibonelo kufanele zihlanganise ubunzima obuhlukene, kungcono ukufaka isibonelo sokuthi "angikwazi ukuphendula".

5. Ukuphoqelela Ukukhomba

Ekupheleni kwempendulo, khomba inombolo yomthombo nge-[citation:X]. Isibonelo: "Amaholidi aphakathi kwezinsuku ezi-5[citation:1]."
Uma uhlanganisa imithombo eminingi, khomba ngamunye.

6. Ukusetha Umkhawulo Wokwenqaba

Ukuphoqelela okuqinile: "Uma imithombo yereferensi ingahlobene nakancane nombuzo, phendula ngokuthi 'Imithombo ayihlobene'."
Ukuphoqelela okuthambile: Hlanganisa nephuzu lokuzethemba lokutholwa, uma lingaphansi komkhawulo, landela umkhawulo wokwenqaba ngokuzenzakalelayo.

7. I-Chain-of-Thought Yokucabanga Okunamakhasi amaningi

Umbuzo: Ubani umqashi kaZhang San?
Izinyathelo: 1. Thola umnyango kaZhang San. 2. Thola umphathi walowo mnyango. 3. Nikeza impendulo yokugcina.
Sicela ucabange ngezinyathelo bese ukhipha.

8. Imiyalo Engemihle (I-Negative Prompting)

Ungazakheli izimpendulo. Ungasebenzisi amagama angacacile afana "kungenzeka" noma "mhlawumbe". Ungakhiphi nanoma yiziphi izinombolo ezingekho kumithombo yereferensi.

III. Ungahlola Kanjani Ukuthi I-Prompt Ilungile?

Inkomba	Incazelo	Indlela Yokulinganisa
Ukwethembeka	Ingabe impendulo isekelwe ngokuqinile kumithombo yereferensi	Umuntu noma i-RAGAS Faithfulness
Ukunemba Kokwenqaba	Ingabe iyayenqaba uma kufanele	Bala kusethi yokuhlola engenakuphendula
Ukulandela Ifomethi	Ingabe ikhipha i-JSON noma izikhombo njengoba kuceliwe	Ukuhambisana kwe-Regular Expression
Ukwaneliseka Komsebenzisi	Ingabe impendulo iyasiza	Impendulo eku-inthanethi / Ukuhlola A/B

Isiphakamiso: Lungiselela isethi yokuhlola encane (20-50 amacala asemaphethelweni), ngesikhathi ngasinye ushintsha i-prompt uyisebenzise, ubhale izinguquko.

IV. Izingibe Ezijwayelekile Nezindlela Zokuthuthukisa

Inkinga	Isizathu Esingaba Khona	Indlela Yokulungisa
Imodeli iyayishaya indiva imithombo, ikuphendule ngokwayo	Imiyalo ayiphoqeleli ngokwanele	Shintsha ibe "Ngokusekelwe kuphela emthonjeni" futhi usebenzise i-few-shot ukukhombisa ukwenqaba
Imodeli ihlala ithi "angazi"	Umkhawulo wokwenqaba uphezulu kakhulu	Yehlisa umkhawulo noma hlola ikhwalithi yokuthola
Ifomethi yokukhipha ayihambisani, ayiyi-JSON	Imiyalo ayicacile	Engeza izibonelo eziqinile zefomethi, noma sebenzisa i-function calling
Impendulo inde kakhulu / ifushane kakhulu	Ubude abukacaciswa	"Phendula ngemisho engaphezu kwemithathu"
Ukucabanga okunamakhasi amaningi kuyaphazameka	Amandla okucabanga emodeli awanele	Cela ukuthi ikhombise ukucabanga kancane kancane, noma usebenzise imodeli enamandla kakhulu
Kuvela izinombolo / izinsuku eziyinganekwane	Imodeli incike olwazini lwayo	Gcizelela "ungasebenzisi izinombolo ozikhumbulayo, bheka imithombo kuphela"