AI ƒe nɔnɔme ƒe biabia 9: Aleke míekpɔa ɖe nyatakaka ƒe biabia-nusrɔ̃ ƒe eteƒe?

Eteƒe nye nyatakaka ƒe biabia-nusrɔ̃ ƒe agbe ƒe ka, vevietɔ ne èle agbagba dzem be yeazãe le nuxɔxɔ siwo me wòle be woaɖo to eme (abɛ dɔwɔƒe, se, habɔbɔ me ɖoɖowɔwɔ). Nye susue ate ŋu aɖe nu fia abe: Eteƒe nye nu si me akpa geɖe le, mele be míakpɔ eŋu abe xexlẽɖeka ene o, ke boŋ míakpɔ eŋu kple nuŋlɔ̃la ƒe ŋusẽ, dɔa ƒe sesẽ, kple vodada ƒe asixɔxɔ.

Eya ta míaɖo eteƒe ene siwo gbɔna:

ɖeka: Eteƒe menye "ɖo eteƒe alo meɖo o" ɖeka o

Nyatakaka sɔsɔ ƒe biabia (abe nɔnɔmetata ƒe dzeside) ƒe eteƒe le kɔkɔ. Ke nyatakaka ƒe biabia-nusrɔ̃ li vo. Nu siwo wole ɖe eteƒe la me:

Nu	Gɔmeɖeɖe	Ðoɖowɔwɔ kpɔɖe
Nyatakaka tsaƒe	Ðe nuŋlɔ̃la ate ŋu atsa nyatakaka siwo le eteƒe me tso nyatakaka ƒe agbasa me?	Eʋe biabia "A habɔbɔ ƒe 2024 ƒe kesinɔnu", nuŋlɔ̃la ate ŋu atsa nyatakaka si le nyatakaka ƒe agbasa ma me?
Wɔwɔ ƒe nuteƒewɔwɔ	Ðe nuŋlɔ̃la ƒe ɖoɖo ɖo to ɖe nyatakaka siwo wotsa la ŋuti, eye menye eya ŋutɔe wɔ o?	Nyatakaka si wotsa megblɔ be "dziɖeɖe" o, gake nuŋlɔ̃la ɖo eteƒe be "edzi ɖe 5%" → mele nuteƒe o
Ðoɖo ƒe nuteƒewɔwɔ	Ðe ɖoɖo mamlɛa sɔ kple nyateƒe (alo ɖoɖo si woɖo ɖa) la?	Ðoɖo nuteƒeae nye "42 miliɔn", nuŋlɔ̃la ɖo eteƒe "42 miliɔn" alo "42 miliɔn yuan" ate ŋu anye eteƒe
Gbeɖoɖo ƒe didi	Ne nyatakaka mele nyatakaka ƒe agbasa me o, Ðe nuŋlɔ̃la ate ŋu aɖo eteƒe be "nyemɛnya o" le eteƒe be wòaɖo eteƒe aɖe si menyo o?	Ne nyatakaka tsaƒe mekpɔ naneke o alo xɔse le te, ɖo eteƒe "Taflatse, nyemekpɔ nyatakaka siwo gbɔna o"

**Nuŋlɔ̃la aɖe ate ŋu aɖo eteƒe le nyatakaka tsaƒe ŋu (ate ŋu akpɔ nyatakaka siwo gbɔna), gake wɔwɔ ƒe nuteƒewɔwɔ le te (eye wòatsɔ akpa geɖe), eye ɖoɖo mamlɛa ƒe eteƒe ate ŋu anye ʋɛ. ** Eyata ne èle eteƒe kpɔm la, ele be nànya ɖe akpa si nèle xɛm ɖe eme.

eve: Le nyatakaka ƒe ŋusẽ si li fifia la, RAG nuŋlɔ̃la ƒe eteƒe ate ŋu ade afi ka?

Xexlẽɖeka mele o, gake míawo unya le numekuku kple dɔwɔwɔ siwo woɖo ɖa la:

Nyatakaka siwo bɔbɔ (dɔ ɖeka, ɖoɖo le nyatakaka ƒe akpa ɖeka me):
Nyatakaka tsaƒe ate ŋu ade 90-98% (ɖe nyatakaka ƒe agbasa ƒe nyonyo kple tsaƒe la ŋuti), wɔwɔ ƒe nuteƒewɔwɔ ate ŋu ade 95%+ ne wotsɔ nuŋlɔ̃la ɖe eme nyuie, eye ɖoɖo mamlɛa ƒe eteƒe ate ŋu ade 85-95%.
Dɔ geɖe (ele be wòatsɔ nyatakaka siwo tso akpa eve vovovo me):
Nyatakaka tsaƒe ƒe eteƒe dze te 50-70%, eye ɖoɖo nuteƒewɔwɔ ate ŋu ade 40-60%. Esiae nye RAG ƒe veviatɔ.
Nɔnɔme si me nu geɖe le (abe axa geɖe ene):
Eteƒe ate ŋu aɖe te, elabena tsaƒe ate ŋu aɖe nu si meɖo o ɖe eme, eye nuŋlɔ̃la ate ŋu aɖe nu tsɔe.

Ðoɖo: Le nɔnɔme siwo me wòle be woaɖe to (nyuie, wodzodzo, nyatakaka ƒe akpa siwo sɔ) la, RAG ate ŋu aɖo eteƒe 90%; gake le nɔnɔme siwo me nu geɖe le, eye wòle be woaɖo dɔ geɖe la, eteƒe meli nyuie o, eye wòle be woaɖo ɖoɖo geɖe.

etɔ̃: Nu siwo wɔa eteƒe ŋu

Ne èkpɔ be RAG nuŋlɔ̃la ƒe eteƒe mele nyuie o la, ate ŋu aɖo nu ene siawo:

Nyatakaka ƒe agbasa ŋutɔ
Ðe nyatakaka la xɔ ŋdi alo mele blibo o, alo vodada le eme?
Ðe wotrɔ nu le nyatakaka ƒe agbasa me (abe womekpɔ nu le PDF me o, alo wogbã kplɔ̃)?
Mamã kple dzesi
Ne womamã nu ʋɛ ʋɛ → ɖoɖo la nu yi; ne womamã nu gã → aɖe nu si meɖo o.
Ðe wotsɔ eɖoɖo si sɔ le nɔnɔme ma me? (Eɖoɖo si wozã le nya siwo gbɔna ŋu ate ŋu anye ʋɛ le se ƒe nya ŋu).
Tsaƒe ƒe nɔnɔme
Ne wozã eɖoɖo si le nyatakaka ŋu ko la, ate ŋu aɖi nya siwo le eteƒe (abe nusɔsrɔ̃ ƒe nɔnɔme).
Ne womeɖo eɖoɖo si gbɔna o la, ate ŋu aɖe nu si meɖo o ɖe eme.
Wɔwɔ ƒe akpa
Ðe nuŋlɔ̃la gblɔ be "ɖo eteƒe ɖe nyatakaka siwo wotsa ko, ne menyo o, gbeɖoɖo"?
Ðe nuŋlɔ̃la ƒe ŋusẽ le (nuŋlɔ̃la sue ʋɛ ate ŋu aɖi nu siwo le eteƒe le nya geɖe me)?

Vodada si womekpɔa o: Woɖoa eteƒe sue la ɖe LLM ƒe ŋusẽ la ŋu, gake akpa gãtɔ le "tsaƒe" kple "nuŋlɔ̃la ƒe ɖoɖo" me.

ene: Aleke míakpɔ eteƒe la ŋu nyuie—nɔnɔme vevi etɔ̃ le dɔwɔwɔ me

1. Ðo ɖoɖo siwo sɔ kple nu siwo nèle kpɔm

Le nɔnɔme siwo me vodada le vevie la (dɔwɔƒe ƒe dzeside, se ƒe aɖaŋu), 90% eteƒe hã melo o; ele be woaɖo ame siwo akpɔe kple ɖoɖo geɖe.
Le nɔnɔme siwo me vodada mele vevie o (abe nuŋlɔ̃la le aƒe me, habɔbɔ me nyatakaka tsaƒe), 80% eteƒe kple ɖoɖo siwo nyo abe "nyemɛnya o" ate ŋu aɖo ŋusẽ ɖe dɔwɔwɔ ŋu.

2. Mègadi 100% o, di "eteƒe si woate ŋu akpɔ"

Ðe nuŋlɔ̃la aɖo nyatakaka ƒe nɔnɔme (nyatakaka ƒe agbasa ƒe nɔnɔme, akpa).
Eteƒe ate ŋu akpɔ nyatakaka siwo gbɔna, eye ne ɖoɖo ɖe vodada ɖe eteƒe la, nyatakaka siwo le eme ate ŋu aɖo xɔse.
Tsɔ xɔse ƒe xexlẽ kpe ɖe eŋu, ne xɔse le te, ɖo eteƒe be "ɖoɖo sia mele nuteƒewɔwɔ o, taflatse kpɔ nyatakaka siwo gbɔna."

3. Ðo eteƒe abe nu si wòle be woadzodzoe ɖaa, menye dɔ ɖeka o

Wɔ nuŋlɔ̃la ƒe ɖoɖo: ƒe sia ƒe tsa biabia siwo amewo ŋlɔ, eye wòɖo nyatakaka tsaƒe kple wɔwɔ ƒe nuteƒewɔwɔ.
Zã RAGAS, TruLens kple nu siwo sɔ le eme be nàkpɔ eteƒe, menye ɖe biabia ʋɛ aɖewo ko o.
Tso bad case me, trɔ ɖaa: mamã ƒe nɔnɔme, tsaƒe ƒe nɔnɔme, nuŋlɔ̃la ƒe ɖoɖo.

4. Ðe vovo "nuŋlɔ̃la ƒe vodada" kple "amewo ƒe nukpɔsusu siwo li vo"

Ðe ɣletivi la, nuŋlɔ̃la ɖo eteƒe si sɔ kple nyatakaka siwo le eme, gake amewo mebu be enye nuteƒe o (elabena nyatakaka ƒe agbasa la ɖo to ŋu).
Le esia me, ele be woaɖo eteƒe: Ðe eteƒe la ɖo to ɖe "nyatakaka ƒe agbasa me" alo "nyatakaka si wo katã xɔ se"?

Mamlɛtɔ

**Nyatakaka ƒe biabia-nusrɔ̃ ƒe eteƒe menye xexlẽ si le ɖaa o, ke boŋ nye nu si fia "nyatakaka si le eme + tsaƒe ƒe nuteƒe + wɔwɔ ƒe nuteƒe + gbeɖoɖo ƒe ŋusẽ". ** Ne èle eteƒe kpɔm la, ele be nànya be nyatakaka ƒe ŋusẽ si li fifia metete ŋu wɔa nu nyuie o, gake to nyatakaka ƒe nɔnɔme kple xɔse ƒe dzesi, ame kple nuŋlɔ̃la wɔwɔ ɖekae, ate ŋu aɖo ŋusẽ ɖe dɔwɔwɔ me.