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Stack Overflow API solutions - Stack Overflow

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.s-toggle-switch{--_ts-bg-image:url("data:image/svg+xml;,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='hsl(210, 3.0000000000000027%, 15%)'/%3e%3c/svg%3e")}.s-toggle-switch[disabled],.s-toggle-switch[disabled] label,fieldset[disabled] .s-toggle-switch,fieldset[disabled] .s-toggle-switch label{cursor:not-allowed;opacity:var(--_o-disabled-static)}.s-toggle-switch.s-toggle-switch__multiple{align-items:stretch;display:flex}.s-toggle-switch.s-toggle-switch__multiple input[type=radio]{left:-999em;margin:0;opacity:0;position:absolute}.s-toggle-switch.s-toggle-switch__multiple input[type=radio]:checked+label:not(.s-toggle-switch--label-off){--_ts-multiple-bg:var(--green-400);--_ts-multiple-fc:var(--white)}.s-toggle-switch.s-toggle-switch__multiple input[type=radio]:focus-visible+label{box-shadow:inset 0 0 0 var(--su-static2) var(--focus-theme),inset 0 0 0 var(--su-static4) var(--focus-neutral);outline:var(--su-static2) solid #0000!important}.s-toggle-switch.s-toggle-switch__multiple label{background-color:var(--_ts-multiple-bg);border-radius:1000px;color:var(--_ts-multiple-fc);cursor:pointer;font-size:var(--fs-body1);font-weight:400;line-height:1;margin:0;padding:.5em .7em;text-align:center;white-space:nowrap;width:100%;-webkit-touch-callout:none;-webkit-user-select:none;user-select:none}.s-toggle-switch input[type=checkbox],input[type=checkbox].s-toggle-switch{appearance:none;background-color:var(--_ts-bg);background-image:var(--_ts-bg-image);background-position:var(--_ts-bg-ps);background-repeat:no-repeat;background-size:contain;border-radius:1000px;cursor:pointer;flex-shrink:0;height:var(--su-static24);margin:0;transition:background-position .2s ease;vertical-align:top;width:calc(var(--su-static48) - var(--su-static4))}.s-toggle-switch input[type=checkbox]:checked,input[type=checkbox].s-toggle-switch:checked{--_ts-bg:var(--green-400);--_ts-bg-ps:right center}.s-toggle-switch input[type=checkbox]:focus-visible,input[type=checkbox].s-toggle-switch:focus-visible{box-shadow:0 0 0 var(--su-static2) var(--focus-neutral),0 0 0 var(--su-static4) var(--focus-theme);outline:var(--su-static2) solid #0000!important}.s-toggle-switch input[type=checkbox][disabled],input[type=checkbox].s-toggle-switch[disabled]{cursor:default}.s-topbar{--_tb-bt:var(--theme-topbar-accent-border,3px solid var(--theme-primary));--_tb-h:var(--theme-topbar-height,calc(var(--su-static48) + var(--su-static8)));--_tb-item-bg:unset;--_tb-item-fc:var(--theme-topbar-item-color,var(--black-400));--_tb-item-ai-bs:0 0 0 var(--su-static2) var(--theme-topbar-background-color,var(--white));--_tb-item-ai-t:calc(50% - var(--su12) - var(--su2));--_tb-logo-bg:#0000;--_tb-menu-btn-bg:unset;--_tb-menu-btn-bg-hover:unset;--_tb-menu-btn-fc-hover:unset;--_tb-menu-btn-span-bg:var(--theme-topbar-item-color,var(--black-400));--_tb-menu-btn-span-fc:unset;--_tb-menu-btn-span-after-t:calc(var(--su-static6) - var(--su-static1));--_tb-menu-btn-span-after-rotate:0deg;--_tb-menu-btn-span-before-t:calc(var(--su-static1) - var(--su-static6));--_tb-menu-btn-span-before-rotate:0deg;--_tb-notice-bg:#0000;--_tb-notice-fc:var(--theme-topbar-item-color,var(--black-400));--_tb-notice-bg-hover:var(--theme-topbar-item-background-hover,var(--black-200));--_tb-notice-fc-hover:var(--theme-topbar-item-color-hover,var(--black-600));--_tb-notice-td:none;--_tb-searchbar-d:flex;--_tb-searchbar-p:0 var(--su8);--_tb-searchbar-open-d:unset;--_tb-searchbar-open-mxw:0;--_tb-searchbar-popover-wmn:calc(var(--s-step)*4);--_tb-searchbar-popover-content-mxh:calc(100vh - var(--_tb-h) - var(--su16));align-items:center;background-color:var(--theme-topbar-background-color,var(--white));border-bottom:var(--theme-topbar-bottom-border,var(--su-static1) solid 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(max-width:640px){.s-topbar{--_tb-searchbar-d:none;--_tb-searchbar-p:var(--su8) var(--su12);--_tb-searchbar-open-d:flex;--_tb-searchbar-open-mxw:none;--_tb-searchbar-select-w:25%;--_tb-searchbar-popover-wmn:initial;--_tb-searchbar-popover-content-mxh:calc(100vh - var(--_tb-h) - var(--su48) - var(--su12))}}.s-topbar:has(>.s-topbar--skip-link:focus){border-top:none;display:block;height:auto}.s-topbar:has(>.s-topbar--skip-link:focus) .s-topbar--container{height:var(--_tb-h)}.s-topbar a.s-topbar--logo:focus-visible{box-shadow:inset 0 0 0 var(--su-static2) var(--focus-theme),inset 0 0 0 var(--su-static4) var(--focus-neutral);outline:var(--su-static2) solid #0000!important}.s-topbar a.s-topbar--logo.is-selected,.s-topbar a.s-topbar--logo:hover{--_tb-logo-bg:var(--theme-topbar-item-background-hover,var(--black-200))}.s-topbar .s-topbar--container{align-items:center;display:flex;height:100%;margin:0 auto;max-width:100%;width:var(--s-full)}.s-topbar .s-topbar--content{display:flex;height:100%;list-style:none;margin:0 0 0 auto;overflow-x:auto;padding:0;scrollbar-color:var(--scrollbar) #0000}.s-topbar .s-topbar--content>li{display:inline-flex}.s-topbar .s-topbar--content::-webkit-scrollbar{background-color:initial;height:calc(var(--su-static12) - var(--su-static2));width:calc(var(--su-static12) - var(--su-static2))}.s-topbar .s-topbar--content::-webkit-scrollbar-track{background-color:initial;border-radius:calc(var(--su-static12) - var(--su-static2))}.s-topbar .s-topbar--content::-webkit-scrollbar-thumb{background-color:var(--scrollbar);border-radius:calc(var(--su-static12) - var(--su-static2))}.s-topbar .s-topbar--content::-webkit-scrollbar-corner{background-color:initial;border-color:#0000}.s-topbar .s-topbar--item:not(.s-topbar--item__unset){align-items:center;background-color:var(--_tb-item-bg);border-radius:var(--br-sm);color:var(--_tb-item-fc);display:inline-flex;padding:0 calc(var(--su12) - var(--su2));position:relative;text-decoration:none;white-space:nowrap}.s-topbar .s-topbar--item:not(.s-topbar--item__unset) .svg-icon{vertical-align:text-top}.s-topbar .s-topbar--item:not(.s-topbar--item__unset):focus-visible{box-shadow:inset 0 0 0 var(--su-static2) var(--focus-theme),inset 0 0 0 var(--su-static4) var(--focus-neutral);outline:var(--su-static2) solid #0000!important}.s-topbar .s-topbar--item:not(.s-topbar--item__unset).is-selected,.s-topbar .s-topbar--item:not(.s-topbar--item__unset).is-selected:hover,.s-topbar .s-topbar--item:not(.s-topbar--item__unset):hover{--_tb-item-bg:var(--theme-topbar-item-background-hover,var(--black-200));--_tb-item-fc:var(--theme-topbar-item-color-hover,var(--black-600));--_tb-item-ai-bs:0 0 0 var(--su-static2) var(--theme-topbar-item-background-hover,var(--black-200));--_tb-item-ai-t:calc(50% - var(--su16) - var(--su2));outline:none}.s-topbar .s-topbar--item.s-topbar--item__unset{align-self:center;padding-bottom:var(--su8);padding-top:var(--su8)}.s-topbar .s-topbar--logo{align-items:center;background-color:var(--_tb-logo-bg);border-radius:var(--br-sm);display:flex;height:100%;padding:0 var(--su8)}.s-topbar .s-topbar--navigation{display:flex;height:100%;margin-left:auto;overflow-x:auto;scrollbar-color:var(--scrollbar) #0000}.s-topbar .s-topbar--navigation::-webkit-scrollbar{background-color:initial;height:calc(var(--su-static12) - var(--su-static2));width:calc(var(--su-static12) - var(--su-static2))}.s-topbar .s-topbar--navigation::-webkit-scrollbar-track{background-color:initial;border-radius:calc(var(--su-static12) - var(--su-static2))}.s-topbar .s-topbar--navigation::-webkit-scrollbar-thumb{background-color:var(--scrollbar);border-radius:calc(var(--su-static12) - var(--su-static2))}.s-topbar .s-topbar--navigation::-webkit-scrollbar-corner{background-color:initial;border-color:#0000}.s-topbar .s-navigation .s-navigation--item:not(.is-selected){color:var(--theme-topbar-item-color,var(--black-400))}.s-topbar .s-navigation .s-navigation--item:not(.is-selected):hover{background-color:var(--theme-topbar-item-background-hover,var(--black-200));color:var(--theme-topbar-item-color-hover,var(--black-400))}.s-topbar .s-popover .s-navigation .s-navigation--item:not(.is-selected){color:var(--black-500)}.s-topbar .s-popover .s-navigation .s-navigation--item:not(.is-selected):hover{background-color:var(--black-200);color:var(--black-600)}.s-user-card{--_uc-ai:center;--_uc-bg:unset;--_uc-bar:unset;--_uc-d:grid;--_uc-fc:unset;--_uc-g:var(--su4) var(--su8);--_uc-p:var(--su8);--_uc-info-ai:unset;--_uc-info-fd:column;--_uc-link-fs:var(--fs-caption);--_uc-link-ws:unset;--_uc-rep-fc:unset;--_uc-time-fc:var(--black-400);--_uc-time-ws:unset;--_uc-type-fc:var(--theme-primary-400);align-items:var(--_uc-ai);background-color:var(--_uc-bg);border-radius:var(--_uc-bar);color:var(--_uc-fc);display:var(--_uc-d);gap:var(--_uc-g);grid-template-columns:auto 1fr;line-height:1;padding:var(--_uc-p)}.s-user-card.s-user-card__highlighted{--_uc-bg:var(--theme-secondary-100);--_uc-bar:var(--br-md);--_uc-time-fc:var(--black-500);--_uc-type-fc:var(--black-500)}.s-user-card.s-user-card__minimal,.s-user-card.s-user-card__small{--_uc-d:flex;--_uc-g:var(--su4);--_uc-p:0;--_uc-info-ai:center;--_uc-info-fd:row}.s-user-card.s-user-card__minimal{--_uc-link-ws:nowrap;--_uc-rep-fc:var(--black-500);--_uc-time-ws:nowrap}.s-user-card .s-user-card--awards{align-items:center;display:flex;gap:var(--su6);list-style:none;margin:0;padding:0}.s-user-card 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4)/var(--stacks-internals-lh-unit));--lh-lg:calc((var(--stacks-internals-lh-unit) + 8)/var(--stacks-internals-lh-unit));--lh-xl:calc((var(--stacks-internals-lh-unit) + 12)/var(--stacks-internals-lh-unit));--lh-xxl:2;--lh-base:var(--lh-md);--lh-6:((var(--stacks-internals-lh-unit) + 6)/var(--stacks-internals-lh-unit))}body{--zi-hide:-1;--zi-base:0;--zi-selected:25;--zi-active:30;--zi-dropdown:1000;--zi-popovers:2000;--zi-tooltips:3000;--zi-banners:4000;--zi-navigation:5000;--zi-navigation-fixed:5050;--zi-modals-background:8050;--zi-modals:9000;--br-sm:calc(var(--su-static4));--br-md:calc(var(--su-static6));--br-lg:calc(var(--su-static8));--br-circle:50%;--te-smooth-slow:cubic-bezier(0.25,0.46,0.45,0.94);--te-smooth:cubic-bezier(0.165,0.84,0.44,1);--te-smooth-quick:cubic-bezier(0.19,1,0.22,1);--te-back-out:cubic-bezier(0.175,0.885,0.32,1.275);--te-back-in-out:cubic-bezier(0.68,-0.55,0.265,1.55);--te-ease-in:cubic-bezier(0.47,0,0.745,0.715);--te-ease-in-out:cubic-bezier(0.445,0.05,0.55,0.95);--te-ease-out:cubic-bezier(0.39,0.575,0.565,1);--default-transition-duration:0.1s;--transition-time:var(--default-transition-duration);--s-full:97.2307692rem;--s-step:calc(var(--s-full)/12);--_o-disabled:0.5;--_o-disabled-static:0.5;--_black-static:#000;--_white-static:#fff}body.theme-dark,body.theme-highcontrast.theme-dark,body.theme-highcontrast:not(.theme-dark),body:not(.theme-dark),body:not(.theme-highcontrast).theme-dark,body:not(.theme-highcontrast):not(.theme-dark){--bg-error:var(--red-400);--bg-danger:var(--red-400);--bg-success:var(--green-400);--bg-warning:var(--yellow-500);--bc-error:var(--red-400);--bc-danger:var(--red-400);--bc-success:var(--green-400);--bc-warning:var(--yellow-500);--fc-light:var(--black-400);--fc-medium:var(--black-500);--fc-dark:var(--black-600);--fc-error:var(--red-400);--fc-danger:var(--red-400);--fc-success:var(--green-400);--fc-warning:var(--yellow-500)}@media (prefers-color-scheme:dark){body.theme-highcontrast.theme-system,body.theme-system,body:not(.theme-highcontrast).theme-system{--bg-error:var(--red-400);--bg-danger:var(--red-400);--bg-success:var(--green-400);--bg-warning:var(--yellow-500);--bc-error:var(--red-400);--bc-danger:var(--red-400);--bc-success:var(--green-400);--bc-warning:var(--yellow-500);--fc-light:var(--black-400);--fc-medium:var(--black-500);--fc-dark:var(--black-600);--fc-error:var(--red-400);--fc-danger:var(--red-400);--fc-success:var(--green-400);--fc-warning:var(--yellow-500)}}body:not(.theme-highcontrast):not(.theme-dark){--white:#fff;--black-050:#fff;--black-100:#f9fafa;--black-150:#f1f2f3;--black-200:#e3e5e8;--black-225:#d6d9dc;--black-250:#c8ccd0;--black-300:#babfc5;--black-350:#a7adb4;--black-400:#636b74;--black-500:#3b4045;--black-600:#0c0d0e;--black:#000;--orange-100:#fef6f1;--orange-200:#fbdbc1;--orange-300:#f6b179;--orange-400:#e7700d;--orange-500:#c45f0e;--orange-600:#813f09;--blue-100:#edf5fd;--blue-200:#d6e8fa;--blue-300:#92c2f2;--blue-400:#1b75d0;--blue-500:#155ca2;--blue-600:#0c3b6a;--green-100:#eef7f2;--green-200:#d6ebe0;--green-300:#94ccae;--green-400:#18864b;--green-500:#0e6235;--green-600:#0a4324;--red-100:#fceded;--red-200:#fae1e1;--red-300:#eaa;--red-400:#c83232;--red-500:#9c2121;--red-600:#5d1414;--yellow-100:#fdf7e7;--yellow-200:#faecc6;--yellow-300:#f4d27b;--yellow-400:#ecae13;--yellow-500:#9c730d;--yellow-600:#553f07;--purple-100:#f6f6fe;--purple-200:#dfe1fb;--purple-300:#babcee;--purple-400:#555bce;--purple-500:#393fac;--purple-600:#292d7a;--gold-100:#fff4d1;--gold-200:#ffe07a;--gold-300:#d6a100;--gold-400:#7f6305;--silver-100:#f2f2f2;--silver-200:#d6d6d6;--silver-300:#a9adb1;--silver-400:#646668;--bronze-100:#f3eae2;--bronze-200:#e8d4bf;--bronze-300:#cca37f;--bronze-400:#8e6139;--bc-lightest:var(--black-100);--bc-lighter:var(--black-150);--bc-light:var(--black-200);--bc-medium:var(--black-225);--bc-dark:var(--black-250);--bc-darker:var(--black-300);--bs-sm:0 1px 2px #0000000d,0 1px 4px #0000000d,0 2px 8px #0000000d;--bs-md:0 1px 3px #0000000f,0 2px 6px #0000000f,0 3px 8px #00000017;--bs-lg:0 1px 4px #00000017,0 3px 8px #00000017,0 4px 13px #00000021;--bs-xl:0 10px 24px #0000000d,0 20px 48px #0000000d,0 1px 4px #0000001a;--translucent-secondary:var(--theme-secondary-custom-translucent,#0074cc26);--translucent-success:#a6d9b766;--translucent-warning:#e9c43f66;--translucent-error:#c22e3226;--translucent-muted:#2326291a;--focus-neutral:var(--white);--focus-theme:var(--theme-secondary-400);--focus-ring:var(--theme-secondary-custom-focus-ring,#0074cc26);--focus-ring-success:#a6d9b766;--focus-ring-warning:#e9c43f66;--focus-ring-error:#c22e3226;--focus-ring-muted:#2326291a;--highlight-addition:var(--green-500);--highlight-attribute:#015493;--highlight-bg:#f6f6f6;--highlight-color:var(--black-600);--highlight-comment:#666f78;--highlight-deletion:var(--red-500);--highlight-keyword:#015493;--highlight-literal:#b75301;--highlight-namespace:#b75301;--highlight-punctuation:var(--black-500);--highlight-symbol:#803378;--highlight-variable:#567a0d;--scrollbar:#0003;--theme-primary:var(--theme-primary-custom,var(--orange-400));--theme-primary-100:var(--theme-primary-custom-100,var(--orange-100));--theme-primary-200:var(--theme-primary-custom-200,var(--orange-200));--theme-primary-300:var(--theme-primary-custom-300,var(--orange-300));--theme-primary-400:var(--theme-primary-custom-400,var(--orange-400));--theme-primary-500:var(--theme-primary-custom-500,var(--orange-500));--theme-primary-600:var(--theme-primary-custom-600,var(--orange-600));--theme-secondary:var(--theme-secondary-custom,var(--blue-400));--theme-secondary-100:var(--theme-secondary-custom-100,var(--blue-100));--theme-secondary-200:var(--theme-secondary-custom-200,var(--blue-200));--theme-secondary-300:var(--theme-secondary-custom-300,var(--blue-300));--theme-secondary-400:var(--theme-secondary-custom-400,var(--blue-400));--theme-secondary-500:var(--theme-secondary-custom-500,var(--blue-500));--theme-secondary-600:var(--theme-secondary-custom-600,var(--blue-600));--theme-primary-custom-100:hsl(var(--theme-base-primary-color-h),var(--theme-base-primary-color-s),calc(var(--theme-base-primary-color-l) + (100% - var(--theme-base-primary-color-l))*0.9));--theme-primary-custom-200:hsl(var(--theme-base-primary-color-h),var(--theme-base-primary-color-s),calc(var(--theme-base-primary-color-l) + (100% - var(--theme-base-primary-color-l))*0.75));--theme-primary-custom-300:hsl(var(--theme-base-primary-color-h),var(--theme-base-primary-color-s),calc(var(--theme-base-primary-color-l) + (100% - var(--theme-base-primary-color-l))*0.5));--theme-primary-custom-400:hsl(var(--theme-base-primary-color-h),var(--theme-base-primary-color-s),var(--theme-base-primary-color-l));--theme-primary-custom-500:hsl(var(--theme-base-primary-color-h),var(--theme-base-primary-color-s),calc(var(--theme-base-primary-color-l) + var(--theme-base-primary-color-l)*-0.3));--theme-primary-custom-600:hsl(var(--theme-base-primary-color-h),var(--theme-base-primary-color-s),calc(var(--theme-base-primary-color-l) + var(--theme-base-primary-color-l)*-0.6));--theme-primary-custom:var(--theme-primary-custom-400);--theme-secondary-custom-100:hsl(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),calc(var(--theme-base-secondary-color-l) + (100% - var(--theme-base-secondary-color-l))*0.9));--theme-secondary-custom-200:hsl(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),calc(var(--theme-base-secondary-color-l) + (100% - var(--theme-base-secondary-color-l))*0.75));--theme-secondary-custom-300:hsl(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),calc(var(--theme-base-secondary-color-l) + (100% - var(--theme-base-secondary-color-l))*0.5));--theme-secondary-custom-400:hsl(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),var(--theme-base-secondary-color-l));--theme-secondary-custom-500:hsl(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),calc(var(--theme-base-secondary-color-l) + var(--theme-base-secondary-color-l)*-0.3));--theme-secondary-custom-600:hsl(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),calc(var(--theme-base-secondary-color-l) + var(--theme-base-secondary-color-l)*-0.6));--theme-secondary-custom:var(--theme-secondary-custom-400);--theme-secondary-custom-focus-ring:hsla(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),var(--theme-base-secondary-color-l),0.15);--theme-secondary-custom-translucent:hsla(var(--theme-base-secondary-color-h),var(--theme-base-secondary-color-s),var(--theme-base-secondary-color-l),0.15);color:var(--theme-body-font-color,var(--black-600))}body:not(.theme-highcontrast).theme-dark{--white:#252627;--black-050:#252627;--black-100:#2d2e2f;--black-150:#333638;--black-200:#424548;--black-225:#494d50;--black-250:#575c60;--black-300:#73787d;--black-350:#acb3b9;--black-400:#c8ccd0;--black-500:#e3e5e8;--black-600:#f9fafa;--black:#fff;--orange-100:#4f3017;--orange-200:#7e502a;--orange-300:#a46837;--orange-400:#f7a664;--orange-500:#fac79e;--orange-600:#fce3cf;--blue-100:#1c3854;--blue-200:#2e5c8a;--blue-300:#3d7ab8;--blue-400:#90c4f9;--blue-500:#b2d6fb;--blue-600:#d8ebfd;--green-100:#133a26;--green-200:#1f603f;--green-300:#2d8b5a;--green-400:#6ecf9c;--green-500:#9cdebc;--green-600:#d1f0e0;--red-100:#502020;--red-200:#963c3c;--red-300:#bf5f5f;--red-400:#faa3a3;--red-500:#fcc5c5;--red-600:#fde2e2;--yellow-100:#413516;--yellow-200:#6b5724;--yellow-300:#957932;--yellow-400:#f9d886;--yellow-500:#fae3a8;--yellow-600:#fdf1d3;--purple-100:#2b2d4a;--purple-200:#53568d;--purple-300:#7275ac;--purple-400:#bdc1fe;--purple-500:#d7d9ff;--purple-600:#ebecff;--gold-100:#4f462b;--gold-200:#8b7532;--gold-300:#f7cb45;--gold-400:#fbe393;--silver-100:#414244;--silver-200:#747576;--silver-300:#adafb3;--silver-400:#d0d3d7;--bronze-100:#4e443c;--bronze-200:#927154;--bronze-300:#dca87a;--bronze-400:#edd2ba;--bc-lightest:var(--black-100);--bc-lighter:var(--black-150);--bc-light:var(--black-200);--bc-medium:var(--black-225);--bc-dark:var(--black-250);--bc-darker:var(--black-300);--bs-sm:0 1px 2px #0000001a,0 1px 4px #0000001a,0 2px 8px #0000001a;--bs-md:0 1px 3px #0000001c,0 2px 6px #0000001c,0 3px 8px #00000024;--bs-lg:0 1px 4px #00000024,0 3px 8px #00000024,0 4px 13px #0000002e;--bs-xl:0 10px 24px #0000001a,0 20px 48px #0000001a,0 1px 4px #00000026;--translucent-secondary:var(--theme-dark-secondary-custom-translucent,#0074cc40);--translucent-success:#a6d9b766;--translucent-warning:#e9c43f66;--translucent-error:#c22e3226;--translucent-muted:#2326291a;--focus-neutral:var(--white);--focus-theme:var(--theme-secondary-400);--focus-ring:var(--theme-dark-secondary-custom-focus-ring,#0074cc40);--focus-ring-success:#a6d9b766;--focus-ring-warning:#e9c43f66;--focus-ring-error:#c22e3226;--focus-ring-muted:#2326291a;--highlight-addition:var(--green-500);--highlight-attribute:var(--blue-400);--highlight-bg:#1d1b1b;--highlight-color:var(--black);--highlight-comment:#999;--highlight-deletion:var(--red-500);--highlight-keyword:var(--blue-400);--highlight-literal:#fb9d51;--highlight-namespace:#fb9d51;--highlight-punctuation:#ccc;--highlight-symbol:#df9fd9;--highlight-variable:#b5bd68;--scrollbar:#fff3;--theme-primary:var(--theme-dark-primary-custom,var(--orange-400));--theme-primary-100:var(--theme-dark-primary-custom-100,var(--orange-100));--theme-primary-200:var(--theme-dark-primary-custom-200,var(--orange-200));--theme-primary-300:var(--theme-dark-primary-custom-300,var(--orange-300));--theme-primary-400:var(--theme-dark-primary-custom-400,var(--orange-400));--theme-primary-500:var(--theme-dark-primary-custom-500,var(--orange-500));--theme-primary-600:var(--theme-dark-primary-custom-600,var(--orange-600));--theme-secondary:var(--theme-dark-secondary-custom,var(--blue-400));--theme-secondary-100:var(--theme-dark-secondary-custom-100,var(--blue-100));--theme-secondary-200:var(--theme-dark-secondary-custom-200,var(--blue-200));--theme-secondary-300:var(--theme-dark-secondary-custom-300,var(--blue-300));--theme-secondary-400:var(--theme-dark-secondary-custom-400,var(--blue-400));--theme-secondary-500:var(--theme-dark-secondary-custom-500,var(--blue-500));--theme-secondary-600:var(--theme-dark-secondary-custom-600,var(--blue-600));--theme-dark-primary-custom-100:hsl(var(--theme-dark-primary-color-h),calc(var(--theme-dark-primary-color-s) + var(--theme-dark-primary-color-s)*-0.6),calc(var(--theme-dark-primary-color-l) + var(--theme-dark-primary-color-l)*-0.7));--theme-dark-primary-custom-200:hsl(var(--theme-dark-primary-color-h),calc(var(--theme-dark-primary-color-s) + var(--theme-dark-primary-color-s)*-0.4),calc(var(--theme-dark-primary-color-l) + var(--theme-dark-primary-color-l)*-0.5));--theme-dark-primary-custom-300:hsl(var(--theme-dark-primary-color-h),calc(var(--theme-dark-primary-color-s) + var(--theme-dark-primary-color-s)*-0.3),calc(var(--theme-dark-primary-color-l) + var(--theme-dark-primary-color-l)*-0.2));--theme-dark-primary-custom-400:hsl(var(--theme-dark-primary-color-h),var(--theme-dark-primary-color-s),var(--theme-dark-primary-color-l));--theme-dark-primary-custom-500:hsl(var(--theme-dark-primary-color-h),var(--theme-dark-primary-color-s),calc(var(--theme-dark-primary-color-l) + (100% - var(--theme-dark-primary-color-l))*0.5));--theme-dark-primary-custom-600:hsl(var(--theme-dark-primary-color-h),var(--theme-dark-primary-color-s),calc(var(--theme-dark-primary-color-l) + (100% - var(--theme-dark-primary-color-l))*0.8));--theme-dark-primary-custom:var(--theme-dark-primary-custom-400);--theme-dark-secondary-custom-100:hsl(var(--theme-dark-secondary-color-h),calc(var(--theme-dark-secondary-color-s) + var(--theme-dark-secondary-color-s)*-0.6),calc(var(--theme-dark-secondary-color-l) + var(--theme-dark-secondary-color-l)*-0.7));--theme-dark-secondary-custom-200:hsl(var(--theme-dark-secondary-color-h),calc(var(--theme-dark-secondary-color-s) + var(--theme-dark-secondary-color-s)*-0.4),calc(var(--theme-dark-secondary-color-l) + var(--theme-dark-secondary-color-l)*-0.5));--theme-dark-secondary-custom-300:hsl(var(--theme-dark-secondary-color-h),calc(var(--theme-dark-secondary-color-s) + var(--theme-dark-secondary-color-s)*-0.3),calc(var(--theme-dark-secondary-color-l) + var(--theme-dark-secondary-color-l)*-0.2));--theme-dark-secondary-custom-400:hsl(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),var(--theme-dark-secondary-color-l));--theme-dark-secondary-custom-500:hsl(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),calc(var(--theme-dark-secondary-color-l) + (100% - var(--theme-dark-secondary-color-l))*0.5));--theme-dark-secondary-custom-600:hsl(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),calc(var(--theme-dark-secondary-color-l) + (100% - var(--theme-dark-secondary-color-l))*0.8));--theme-dark-secondary-custom:var(--theme-dark-secondary-custom-400);--theme-dark-secondary-custom-focus-ring:hsla(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),var(--theme-dark-secondary-color-l),0.25);--theme-dark-secondary-custom-translucent:hsla(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),var(--theme-dark-secondary-color-l),0.25);color:var(--theme-body-font-color,var(--black-600))}@media (prefers-color-scheme:dark){body:not(.theme-highcontrast).theme-system{--white:#252627;--black-050:#252627;--black-100:#2d2e2f;--black-150:#333638;--black-200:#424548;--black-225:#494d50;--black-250:#575c60;--black-300:#73787d;--black-350:#acb3b9;--black-400:#c8ccd0;--black-500:#e3e5e8;--black-600:#f9fafa;--black:#fff;--orange-100:#4f3017;--orange-200:#7e502a;--orange-300:#a46837;--orange-400:#f7a664;--orange-500:#fac79e;--orange-600:#fce3cf;--blue-100:#1c3854;--blue-200:#2e5c8a;--blue-300:#3d7ab8;--blue-400:#90c4f9;--blue-500:#b2d6fb;--blue-600:#d8ebfd;--green-100:#133a26;--green-200:#1f603f;--green-300:#2d8b5a;--green-400:#6ecf9c;--green-500:#9cdebc;--green-600:#d1f0e0;--red-100:#502020;--red-200:#963c3c;--red-300:#bf5f5f;--red-400:#faa3a3;--red-500:#fcc5c5;--red-600:#fde2e2;--yellow-100:#413516;--yellow-200:#6b5724;--yellow-300:#957932;--yellow-400:#f9d886;--yellow-500:#fae3a8;--yellow-600:#fdf1d3;--purple-100:#2b2d4a;--purple-200:#53568d;--purple-300:#7275ac;--purple-400:#bdc1fe;--purple-500:#d7d9ff;--purple-600:#ebecff;--gold-100:#4f462b;--gold-200:#8b7532;--gold-300:#f7cb45;--gold-400:#fbe393;--silver-100:#414244;--silver-200:#747576;--silver-300:#adafb3;--silver-400:#d0d3d7;--bronze-100:#4e443c;--bronze-200:#927154;--bronze-300:#dca87a;--bronze-400:#edd2ba;--bc-lightest:var(--black-100);--bc-lighter:var(--black-150);--bc-light:var(--black-200);--bc-medium:var(--black-225);--bc-dark:var(--black-250);--bc-darker:var(--black-300);--bs-sm:0 1px 2px #0000001a,0 1px 4px #0000001a,0 2px 8px #0000001a;--bs-md:0 1px 3px #0000001c,0 2px 6px #0000001c,0 3px 8px #00000024;--bs-lg:0 1px 4px #00000024,0 3px 8px #00000024,0 4px 13px #0000002e;--bs-xl:0 10px 24px #0000001a,0 20px 48px #0000001a,0 1px 4px #00000026;--translucent-secondary:var(--theme-dark-secondary-custom-translucent,#0074cc40);--translucent-success:#a6d9b766;--translucent-warning:#e9c43f66;--translucent-error:#c22e3226;--translucent-muted:#2326291a;--focus-neutral:var(--white);--focus-theme:var(--theme-secondary-400);--focus-ring:var(--theme-dark-secondary-custom-focus-ring,#0074cc40);--focus-ring-success:#a6d9b766;--focus-ring-warning:#e9c43f66;--focus-ring-error:#c22e3226;--focus-ring-muted:#2326291a;--highlight-addition:var(--green-500);--highlight-attribute:var(--blue-400);--highlight-bg:#1d1b1b;--highlight-color:var(--black);--highlight-comment:#999;--highlight-deletion:var(--red-500);--highlight-keyword:var(--blue-400);--highlight-literal:#fb9d51;--highlight-namespace:#fb9d51;--highlight-punctuation:#ccc;--highlight-symbol:#df9fd9;--highlight-variable:#b5bd68;--scrollbar:#fff3;--theme-primary:var(--theme-dark-primary-custom,var(--orange-400));--theme-primary-100:var(--theme-dark-primary-custom-100,var(--orange-100));--theme-primary-200:var(--theme-dark-primary-custom-200,var(--orange-200));--theme-primary-300:var(--theme-dark-primary-custom-300,var(--orange-300));--theme-primary-400:var(--theme-dark-primary-custom-400,var(--orange-400));--theme-primary-500:var(--theme-dark-primary-custom-500,var(--orange-500));--theme-primary-600:var(--theme-dark-primary-custom-600,var(--orange-600));--theme-secondary:var(--theme-dark-secondary-custom,var(--blue-400));--theme-secondary-100:var(--theme-dark-secondary-custom-100,var(--blue-100));--theme-secondary-200:var(--theme-dark-secondary-custom-200,var(--blue-200));--theme-secondary-300:var(--theme-dark-secondary-custom-300,var(--blue-300));--theme-secondary-400:var(--theme-dark-secondary-custom-400,var(--blue-400));--theme-secondary-500:var(--theme-dark-secondary-custom-500,var(--blue-500));--theme-secondary-600:var(--theme-dark-secondary-custom-600,var(--blue-600));--theme-dark-primary-custom-100:hsl(var(--theme-dark-primary-color-h),calc(var(--theme-dark-primary-color-s) + var(--theme-dark-primary-color-s)*-0.6),calc(var(--theme-dark-primary-color-l) + var(--theme-dark-primary-color-l)*-0.7));--theme-dark-primary-custom-200:hsl(var(--theme-dark-primary-color-h),calc(var(--theme-dark-primary-color-s) + var(--theme-dark-primary-color-s)*-0.4),calc(var(--theme-dark-primary-color-l) + var(--theme-dark-primary-color-l)*-0.5));--theme-dark-primary-custom-300:hsl(var(--theme-dark-primary-color-h),calc(var(--theme-dark-primary-color-s) + var(--theme-dark-primary-color-s)*-0.3),calc(var(--theme-dark-primary-color-l) + var(--theme-dark-primary-color-l)*-0.2));--theme-dark-primary-custom-400:hsl(var(--theme-dark-primary-color-h),var(--theme-dark-primary-color-s),var(--theme-dark-primary-color-l));--theme-dark-primary-custom-500:hsl(var(--theme-dark-primary-color-h),var(--theme-dark-primary-color-s),calc(var(--theme-dark-primary-color-l) + (100% - var(--theme-dark-primary-color-l))*0.5));--theme-dark-primary-custom-600:hsl(var(--theme-dark-primary-color-h),var(--theme-dark-primary-color-s),calc(var(--theme-dark-primary-color-l) + (100% - var(--theme-dark-primary-color-l))*0.8));--theme-dark-primary-custom:var(--theme-dark-primary-custom-400);--theme-dark-secondary-custom-100:hsl(var(--theme-dark-secondary-color-h),calc(var(--theme-dark-secondary-color-s) + var(--theme-dark-secondary-color-s)*-0.6),calc(var(--theme-dark-secondary-color-l) + var(--theme-dark-secondary-color-l)*-0.7));--theme-dark-secondary-custom-200:hsl(var(--theme-dark-secondary-color-h),calc(var(--theme-dark-secondary-color-s) + var(--theme-dark-secondary-color-s)*-0.4),calc(var(--theme-dark-secondary-color-l) + var(--theme-dark-secondary-color-l)*-0.5));--theme-dark-secondary-custom-300:hsl(var(--theme-dark-secondary-color-h),calc(var(--theme-dark-secondary-color-s) + var(--theme-dark-secondary-color-s)*-0.3),calc(var(--theme-dark-secondary-color-l) + var(--theme-dark-secondary-color-l)*-0.2));--theme-dark-secondary-custom-400:hsl(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),var(--theme-dark-secondary-color-l));--theme-dark-secondary-custom-500:hsl(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),calc(var(--theme-dark-secondary-color-l) + (100% - var(--theme-dark-secondary-color-l))*0.5));--theme-dark-secondary-custom-600:hsl(var(--theme-dark-secondary-color-h),var(--theme-dark-secondary-color-s),calc(var(--theme-dark-secondary-color-l) + (100% - 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d="M57.8,7V17.76c0,4.42-2.63,6.24-5.73,6.24a5.75,5.75,0,0,1-5.34-3.54l2.31-1a3.32,3.32,0,0,0,3,2.14c2,0,3.22-1.23,3.22-3.52v-.86H55.2A4.16,4.16,0,0,1,52,18.62a6,6,0,0,1,0-12A4.22,4.22,0,0,1,55.2,8h.09V7Zm-2.33,5.66A3.39,3.39,0,0,0,52.25,9a3.48,3.48,0,0,0-3.35,3.66,3.45,3.45,0,0,0,3.35,3.61A3.35,3.35,0,0,0,55.47,12.65Z" fill="#4285f4" data-v-810f63ea></path><path d="M62.43.64V18.26H59.79V.64Z" fill="#34a853" data-v-810f63ea></path><path d="M72.83,14.6,74.89,16a6,6,0,0,1-5,2.66,5.81,5.81,0,0,1-5.89-6,5.52,5.52,0,0,1,10.75-2.18l.27.69-8,3.31a3.07,3.07,0,0,0,2.92,1.82A3.44,3.44,0,0,0,72.83,14.6Zm-6.31-2.16,5.38-2.22A2.34,2.34,0,0,0,69.66,9,3.29,3.29,0,0,0,66.52,12.44Z" fill="#ea4335" data-v-810f63ea></path></g></svg></div><p class="my12" data-v-810f63ea><strong data-v-810f63ea>Stack Overflow and Google Cloud</strong> partner to bring Generative AI to millions of developers through the Stack Overflow platform, Google Cloud Console, and Duet AI.</p><a 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130.97c7.26-21.79 4.76-45.66-6.85-65.48-17.46-30.4-52.56-46.04-86.84-38.68-15.25-17.18-37.16-26.95-60.13-26.81-35.04-.08-66.13 22.48-76.91 55.82-22.51 4.61-41.94 18.7-53.31 38.67-17.59 30.32-13.58 68.54 9.92 94.54-7.26 21.79-4.76 45.66 6.85 65.48 17.46 30.4 52.56 46.04 86.84 38.68 15.24 17.18 37.16 26.95 60.13 26.8 35.06.09 66.16-22.49 76.94-55.86 22.51-4.61 41.94-18.7 53.31-38.67 17.57-30.32 13.55-68.51-9.94-94.51zm-120.28 168.11c-14.03.02-27.62-4.89-38.39-13.88.49-.26 1.34-.73 1.89-1.07l63.72-36.8c3.26-1.85 5.26-5.32 5.24-9.07v-89.83l26.93 15.55c.29.14.48.42.52.74v74.39c-.04 33.08-26.83 59.9-59.91 59.97zm-128.84-55.03c-7.03-12.14-9.56-26.37-7.15-40.18.47.28 1.3.79 1.89 1.13l63.72 36.8c3.23 1.89 7.23 1.89 10.47 0l77.79-44.92v31.1c.02.32-.13.63-.38.83l-64.41 37.19c-28.69 16.52-65.33 6.7-81.92-21.95zm-16.77-139.09c7-12.16 18.05-21.46 31.21-26.29 0 .55-.03 1.52-.03 2.2v73.61c-.02 3.74 1.98 7.21 5.23 9.06l77.79 44.91-26.93 15.55c-.27.18-.61.21-.91.08l-64.42-37.22c-28.63-16.58-38.45-53.21-21.95-81.89zm221.26 51.49-77.79-44.92 26.93-15.54c.27-.18.61-.21.91-.08l64.42 37.19c28.68 16.57 38.51 53.26 21.94 81.94-7.01 12.14-18.05 21.44-31.2 26.28v-75.81c.03-3.74-1.96-7.2-5.2-9.06zm26.8-40.34c-.47-.29-1.3-.79-1.89-1.13l-63.72-36.8c-3.23-1.89-7.23-1.89-10.47 0l-77.79 44.92v-31.1c-.02-.32.13-.63.38-.83l64.41-37.16c28.69-16.55 65.37-6.7 81.91 22 6.99 12.12 9.52 26.31 7.15 40.1zm-168.51 55.43-26.94-15.55c-.29-.14-.48-.42-.52-.74v-74.39c.02-33.12 26.89-59.96 60.01-59.94 14.01 0 27.57 4.92 38.34 13.88-.49.26-1.33.73-1.89 1.07l-63.72 36.8c-3.26 1.85-5.26 5.31-5.24 9.06l-.04 89.79zm14.63-31.54 34.65-20.01 34.65 20v40.01l-34.65 20-34.65-20z" data-v-810f63ea></path></g></svg></div><p class="my12" data-v-810f63ea><strong data-v-810f63ea>Stack Overflow and OpenAI </strong> partner to strengthen the world’s most popular Large Language Models.</p><a href="https://stackoverflow.co/company/press/archive/openai-partnership/" class="p-btn--secondary fs-body3" data-v-810f63ea> Read announcement<svg aria-hidden="true" class="svg-icon iconArrowRightAltSm va-middle ml2" width="13" height="14" viewBox="0 0 13 14" data-v-810f63ea><path d="m4.38 4.62 1.24-1.24L9.24 7l-3.62 3.62-1.24-1.24L6.76 7z"></path></svg></a></div></div></section><section class="w66 md:w-auto ps-relative z-active bg-black-100 p32 sm:pl24 sm:pr24 sm:pb24 sm:pt24 ba bc-black-200 bar-lg mb48 md:mb24" data-v-810f63ea><h2 class="p-ff-roboto-slab fs-headline2 wmx7 lh-sm mb24" data-v-810f63ea> Join us in creating a new era of socially responsible AI. </h2><p class="fs-subheading fc-black-500 mb12 wmx7" data-v-810f63ea> We believe AI models and products must provide proper attribution and contribute value back to the communities creating and curating the data that fuels them. Learn more about our definition of socially responsible AI and the commitments we require from our partners. </p><a href="https://stackoverflow.blog/2024/02/29/defining-socially-responsible-ai-how-we-select-api-partners/" class="p-btn--secondary fs-body3" data-v-810f63ea> Read the blog<svg aria-hidden="true" class="svg-icon iconArrowRightAltSm va-middle ml2" width="13" height="14" viewBox="0 0 13 14" data-v-810f63ea><path d="m4.38 4.62 1.24-1.24L9.24 7l-3.62 3.62-1.24-1.24L6.76 7z"></path></svg></a></section><section class="w66 md:w-auto ps-relative z-active bg-black-100 p32 sm:pl24 sm:pr24 sm:pb24 sm:pt24 ba bc-black-200 bar-lg mb48 md:mb24" data-v-810f63ea><h2 class="p-ff-roboto-slab fs-headline2 wmx7 lh-sm mb24" data-v-810f63ea> Access high-quality technical content for commercial use cases. </h2><p class="fs-subheading fc-black-500 mb32 wmx7" data-v-810f63ea> Only 43% of developers trust the accuracy of AI tools. <sup data-v-810f63ea>1</sup> Improve accuracy, product differentiation, and personalization with Stack Overflow’s dataset. </p><div class="bg-black-150 bar-lg px32 sm:pl12 sm:pr12 sm:pt0 py16 fs-subheading" data-v-810f63ea><div class="d-flex py12 sm:fd-column bb bc-black-200" data-v-810f63ea><div class="flex--item mr16 sm:mb12" data-v-810f63ea><svg aria-hidden="true" class="svg-icon iconCheckmark fc-green-400 va-middle mr8" width="18" height="18" viewBox="0 0 18 18" data-v-810f63ea><path d="M16 4.41 14.59 3 6 11.59 2.41 8 1 9.41l5 5z"></path></svg></div><div class="flex--item" data-v-810f63ea>58M+ human-generated questions and answers with feedback signals from users and moderators.</div></div><div class="d-flex py12 sm:fd-column bb bc-black-200" data-v-810f63ea><div class="flex--item mr16 sm:mb12" data-v-810f63ea><svg aria-hidden="true" class="svg-icon iconCheckmark fc-green-400 va-middle mr8" width="18" height="18" viewBox="0 0 18 18" data-v-810f63ea><path d="M16 4.41 14.59 3 6 11.59 2.41 8 1 9.41l5 5z"></path></svg></div><div class="flex--item" data-v-810f63ea>Top-class technical expertise and experience, expressed with natural language, is ideal for LLM training.</div></div><div class="d-flex py12 sm:fd-column bb bc-black-200" data-v-810f63ea><div class="flex--item mr16 sm:mb12" data-v-810f63ea><svg aria-hidden="true" class="svg-icon iconCheckmark fc-green-400 va-middle mr8" width="18" height="18" viewBox="0 0 18 18" data-v-810f63ea><path d="M16 4.41 14.59 3 6 11.59 2.41 8 1 9.41l5 5z"></path></svg></div><div class="flex--item" data-v-810f63ea>Includes diverse tasks related to coding, advising, debugging, explaining, testing, reviewing, brainstorming, and troubleshooting.</div></div><div class="d-flex py12 sm:fd-column" data-v-810f63ea><div class="flex--item mr16 sm:mb12" data-v-810f63ea><svg aria-hidden="true" class="svg-icon iconCheckmark fc-green-400 va-middle mr8" width="18" height="18" viewBox="0 0 18 18" data-v-810f63ea><path d="M16 4.41 14.59 3 6 11.59 2.41 8 1 9.41l5 5z"></path></svg></div><div class="flex--item" data-v-810f63ea>Continuous access to newly created, up-to-date technical knowledge.</div></div></div><div class="mt24 ta-right" data-v-810f63ea><sup data-v-810f63ea>1.</sup> Source: <a href="https://stackoverflow.co/labs/2024-developer-survey-insights-for-ai-ml/" data-v-810f63ea>2024 Stack Overflow Developer Survey</a></div></section><section id="results" class="w66 md:w-auto ps-relative z-active bg-black-100 p32 sm:pl24 sm:pr24 sm:pb24 sm:pt24 ba bc-black-200 bar-lg mb96 md:mb24 overflow-hidden" data-v-810f63ea><h2 class="p-ff-roboto-slab fs-headline2 wmx7 lh-sm mb24" data-v-810f63ea> Improve model performance with specialized and precise data. </h2><p class="fs-subheading fc-black-500 mb32 wmx6" data-v-810f63ea> Based on internal &amp; independent tests, fine-tuning on Stack Overflow data results in substantial model performance improvements. </p><figure class="ps-static m0 p0 mb64 overflow-hidden" data-v-810f63ea><figcaption class="fs-body1 wmx5" data-v-810f63ea><h3 class="fs-body3 mb8" data-v-810f63ea> Figure 1. Percent of “Perfect” answers (internal testing) </h3><p data-v-810f63ea>Based on a proprietary eval set of 1000 Q&amp;A with ground truth answers created from Stack Exchange and Prosus AI Assistant technical Q&amp;A (with highest user rating).</p></figcaption><div style="height:530px;" class="d-flex flex__fl-equal ta-center mx-auto overflow-auto ps-relative jc-center ai-end" data-v-810f63ea><dl style="max-width:140px;" class="flex--item mb0 mt0 d-flex fd-column jc-end ai-center" data-v-810f63ea><dd class="ml0 p-ff-roboto-slab-bold fs-body3 pb6" data-v-810f63ea>14.13%</dd><dt class="bg-purple-400 fl-shrink0 btr-lg fc-white fs-body2 d-flex jc-center as-stretch mx12 d-flex" style="height:97px;" data-v-810f63ea><span class="d-block mt-auto p12 sm:d-none" data-v-810f63ea>Instruction fine tuned</span></dt><dd class="as-stretch ml0 pt12 fc-black-400 fw-bold" style="min-height:100px;" data-v-810f63ea>MPT 30B</dd></dl><dl style="max-width:140px;margin-right:5%;" class="flex--item mb0 mt0 d-flex fd-column jc-end ai-center" data-v-810f63ea><dd class="ml0 p-ff-roboto-slab-bold fs-body3 pb6" data-v-810f63ea>31.52%</dd><dt class="bg-orange-400 fl-shrink0 btr-lg fc-white fs-body2 d-flex jc-center as-stretch mx12" style="height:217px;" data-v-810f63ea><span class="d-block mt-auto p12 sm:d-none" data-v-810f63ea>Stack Overflow trained fine tuned</span></dt><dd class="as-stretch ml0 pt12 fc-black-400 fw-bold" style="min-height:100px;" data-v-810f63ea>MPT 30B</dd></dl><dl style="max-width:140px;margin-left:5%;" class="flex--item mb0 mt0 d-flex fd-column jc-end ai-center" data-v-810f63ea><dd class="ml0 p-ff-roboto-slab-bold fs-body3 pb6" data-v-810f63ea>37.38%</dd><dt class="bg-purple-400 fl-shrink0 btr-lg fc-white fs-body2 d-flex jc-center as-stretch mx12" style="height:257px;" data-v-810f63ea><span class="d-block mt-auto p12 sm:d-none" data-v-810f63ea>Code fine tuned</span></dt><dd class="as-stretch ml0 pt12 fc-black-400 fw-bold" style="min-height:100px;" data-v-810f63ea>Code Llama-2 34B Instruction fine tuned</dd></dl><dl style="max-width:140px;" class="flex--item mb0 mt0 d-flex fd-column jc-end ai-center" data-v-810f63ea><dd class="ml0 p-ff-roboto-slab-bold fs-body3 pb6" data-v-810f63ea>55.30%</dd><dt class="bg-orange-400 fl-shrink0 btr-lg fc-white fs-body2 d-flex jc-center as-stretch mx12" style="height:380px;" data-v-810f63ea><span class="d-block mt-auto p12 sm:d-none" data-v-810f63ea>Stack Overflow fine tuned</span></dt><dd class="as-stretch ml0 pt12 fc-black-400 fw-bold" style="min-height:100px;" data-v-810f63ea>Code Llama-2 34B</dd></dl><span class="d-block ps-absolute l0 r0 bt bc-black-200 mbn1" style="bottom:100px;" data-v-810f63ea></span></div><div class="d-flex jc-center ai-center mtn24 md:mt0" data-v-810f63ea><div class="fl-shrink0 w12 h12 mx12 bar-circle bg-purple-400" data-v-810f63ea></div><div data-v-810f63ea>Pre Stack Overflow training / fine tuning</div><div class="fl-shrink0 w12 h12 mx12 bar-circle bg-orange-400" data-v-810f63ea></div><div data-v-810f63ea>Post Stack Overflow training / fine tuning</div></div></figure><figure class="m0" data-v-810f63ea><figcaption class="fs-body2 wmx5 mb32" data-v-810f63ea><h3 class="fs-body3 mb8" data-v-810f63ea> Figure 2. ‘InCoder’ model </h3><a href="https://arxiv.org/abs/2204.05999" data-v-810f63ea>InCoder found Stack Overflow data</a> improved the HumanEval benchmark and MBPP (Mostly Basic Python Programming) performance. </figcaption><div data-v-810f63ea><div class="d-flex py12" data-v-810f63ea><div class="flex--item4 fs-body3" data-v-810f63ea></div><div class="flex--item4 ta-right fs-body3 fw-bold" data-v-810f63ea> Baseline </div><div class="flex--item4 ta-right fs-body3 fw-bold" data-v-810f63ea> With Stack Overflow data </div></div><div class="d-flex bt bc-black-200 py12" data-v-810f63ea><div class="flex--item4 fs-body3" data-v-810f63ea> HumanEval pass@1 </div><div class="flex--item4 ta-right p-ff-roboto-slab fs-title" data-v-810f63ea> 5 </div><div class="flex--item4 ta-right p-ff-roboto-slab-bold fs-title" data-v-810f63ea><svg aria-hidden="true" class="svg-icon iconTrendingUp va-middle fc-orange-400" width="18" height="18" viewBox="0 0 18 18" data-v-810f63ea><path d="m11 4 2.29 2.29L10.5 9l-3-3L1 12.5 2.5 14l5-5 3 3 4.21-4.29L17 10V4z"></path></svg> 9 </div></div><div class="d-flex bt bc-black-200 py12" data-v-810f63ea><div class="flex--item4 fs-body3" data-v-810f63ea> MBPP pass@1 </div><div class="flex--item4 ta-right p-ff-roboto-slab fs-title" data-v-810f63ea> 6.1 </div><div class="flex--item4 ta-right p-ff-roboto-slab-bold fs-title" data-v-810f63ea><svg aria-hidden="true" class="svg-icon iconTrendingUp va-middle fc-orange-400" width="18" height="18" viewBox="0 0 18 18" data-v-810f63ea><path d="m11 4 2.29 2.29L10.5 9l-3-3L1 12.5 2.5 14l5-5 3 3 4.21-4.29L17 10V4z"></path></svg> 9.8 </div></div></div></figure></section></div><span style="width:96px;height:96px;right:-5px;bottom:30px;" class="p-bits ps-fixed z-base fc-orange-400 sm:d-none" 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