https://www.promptingguide.ai/_next/static/chunks/pages/applicatio…/workplace_casestudy.fr-93deef5441a6930d.js

1(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[10452],{63338:function(e,n,i){(window.__NEXT_P=window.__NEXT_P||[]).push(["/applications/workplace_casestudy.fr",function(){return i(7769)}])},7769:function(e,n,i){"use strict";i.r(n),i.d(n,{__toc:function(){return d}});var t=i(52676),a=i(45118),r=i(23742),o=i(40241);i(21729),i(29814);var s=i(41619);let d=[{depth:3,value:"Modifications de prompts test\xe9es",id:"modifications-de-prompts-test\xe9es"},{depth:3,value:"Impact des modifications de prompt sur les performances",id:"impact-des-modifications-de-prompt-sur-les-performances"}];function _createMdxContent(e){let n=Object.assign({h1:"h1",p:"p",a:"a",code:"code",ul:"ul",li:"li",h3:"h3",table:"table",thead:"thead",tr:"tr",th:"th",tbody:"tbody",td:"td",em:"em",strong:"strong"},(0,s.a)(),e.components);return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(n.h1,{children:"Graduate Job Classification Case Study"}),"\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.a,{href:"https://arxiv.org/abs/2303.07142",children:"Clavi\xe9 et al., 2023"}),' fournit une \xe9tude de cas sur le prompt-engineering appliqu\xe9e \xe0 un cas d\'utilisation de classification de texte de taille moyenne dans un syst\xe8me de production. En utilisant la t\xe2che de classification pour d\xe9terminer si un emploi est un v\xe9ritable "emploi d\xe9butant", adapt\xe9 \xe0 un r\xe9cent dipl\xf4m\xe9 ou non, ils ont \xe9valu\xe9 une s\xe9rie de techniques de prompt engineering et ont rapport\xe9 leurs r\xe9sultats en utilisant GPT-3.5 (',(0,t.jsx)(n.code,{children:"gpt-3.5-turbo"}),")."]}),"\n",(0,t.jsxs)(n.p,{children:["Les travaux montrent que les LLM surpassent tous les autres mod\xe8les test\xe9s, y compris une base de r\xe9f\xe9rence extr\xeamement solide dans DeBERTa-V3. ",(0,t.jsx)(n.code,{children:"gpt-3.5-turbo"})," surpasse \xe9galement sensiblement les anciennes variantes GPT3 dans toutes les m\xe9triques cl\xe9s, mais n\xe9cessite une analyse de sortie suppl\xe9mentaire car sa capacit\xe9 \xe0 s'en tenir \xe0 un mod\xe8le semble \xeatre pire que les autres variantes."]}),"\n",(0,t.jsx)(n.p,{children:"Les principales conclusions de leur approche de prompt engineering sont :"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Pour des t\xe2ches telles que celle-ci, o\xf9 aucune connaissance experte n'est requise, la technique Few-shot CoT prompting a \xe9t\xe9 moins performante que la technique Zero-shot prompting dans toutes les exp\xe9riences."}),"\n",(0,t.jsx)(n.li,{children:"L'impact du prompt sur l'obtention du raisonnement correct est \xe9norme. Le simple fait de demander au mod\xe8le de classifier un emploi donn\xe9 donne un score F1 de 65,6, alors que le mod\xe8le post prompt engineering atteint un score F1 de 91,7."}),"\n",(0,t.jsx)(n.li,{children:"Essayer de forcer le mod\xe8le \xe0 coller \xe0 un mod\xe8le diminue les performances dans tous les cas (ce comportement dispara\xeet lors des premiers tests avec GPT-4, qui sont post\xe9rieurs \xe0 l'article)."}),"\n",(0,t.jsxs)(n.li,{children:["De nombreuses petites modifications ont un impact disproportionn\xe9 sur les performances.","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"Les tableaux ci-dessous montrent l'ensemble des modifications test\xe9es."}),"\n",(0,t.jsx)(n.li,{children:"Le fait de donner des instructions pr\xe9cises et de r\xe9p\xe9ter les points cl\xe9s semble \xeatre le principal moteur de performance."}),"\n",(0,t.jsx)(n.li,{children:"Quelque chose d'aussi simple que donner au mod\xe8le un nom (humain) et se r\xe9f\xe9rer \xe0 lui en tant que tel a augment\xe9 le score F1 de 0,6 points."}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h3,{id:"modifications-de-prompts-test\xe9es",children:"Modifications de prompts test\xe9es"}),"\n",(0,t.jsxs)(n.table,{children:[(0,t.jsx)(n.thead,{children:(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.th,{children:"Nom court"}),(0,t.jsx)(n.th,{children:"Description"})]})}),(0,t.jsxs)(n.tbody,{children:[(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"Baseline"}),(0,t.jsx)(n.td,{children:"Fournir une offre d'emploi et demander si elle convient \xe0 un dipl\xf4m\xe9."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"CoT"}),(0,t.jsx)(n.td,{children:"Donnez quelques exemples de classification pr\xe9cise avant de poser une requ\xeate."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"Zero-CoT"}),(0,t.jsx)(n.td,{children:"Demandez au mod\xe8le de raisonner \xe9tape par \xe9tape avant de fournir sa 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r\xe9p\xe9tant."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"strict"}),(0,t.jsx)(n.td,{children:"Demandez au mod\xe8le de r\xe9pondre en suivant strictement un mod\xe8le donn\xe9."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"loose"}),(0,t.jsx)(n.td,{children:"Demandez que seule la r\xe9ponse finale soit donn\xe9e en suivant un mod\xe8le donn\xe9."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"right"}),(0,t.jsx)(n.td,{children:"Demander au mod\xe8le de parvenir \xe0 la bonne conclusion."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"info"}),(0,t.jsx)(n.td,{children:"Fournissez des informations suppl\xe9mentaires pour r\xe9soudre les \xe9checs de raisonnement courants."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:"name"}),(0,t.jsx)(n.td,{children:"Donnez au mod\xe8le un nom par lequel nous nous y r\xe9f\xe9rons dans la 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