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<div class="mb-3 flex flex-wrap md:mb-4"><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?pipeline_tag=text2text-generation"><div class="tag tag-white "><div class="tag-ico -ml-2 tag-ico-indigo"><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M4.00626 16.5125C3.46854 16.5125 2.9429 16.353 2.4958 16.0543C2.0487 15.7556 1.70024 15.3309 1.49446 14.8342C1.28868 14.3374 1.23484 13.7907 1.33975 13.2633C1.44465 12.7359 1.70359 12.2515 2.08381 11.8713C2.46403 11.4911 2.94847 11.2321 3.47586 11.1272C4.00324 11.0223 4.54989 11.0762 5.04668 11.2819C5.54346 11.4877 5.96807 11.8362 6.26681 12.2833C6.56555 12.7304 6.72501 13.256 6.72501 13.7937C6.72414 14.5145 6.43743 15.2055 5.92775 15.7152C5.41807 16.2249 4.72705 16.5116 4.00626 16.5125V16.5125ZM4.00626 12.1625C3.68363 12.1625 3.36824 12.2582 3.09998 12.4374C2.83173 12.6166 2.62264 12.8714 2.49918 13.1695C2.37571 13.4676 2.34341 13.7955 2.40635 14.112C2.46929 14.4284 2.62465 14.7191 2.85279 14.9472C3.08092 15.1753 3.37158 15.3307 3.68802 15.3936C4.00445 15.4566 4.33244 15.4243 4.63051 15.3008C4.92858 15.1773 5.18335 14.9683 5.36259 14.7C5.54184 14.4317 5.63751 14.1164 5.63751 13.7937C5.63708 13.3612 5.46507 12.9466 5.15925 12.6407C4.85342 12.3349 4.43876 12.1629 4.00626 12.1625Z"></path><path d="M13.25 14.3375H7.81251V13.25H13.25V9.44371H4.55001C4.26167 9.44343 3.98523 9.32876 3.78135 9.12487C3.57747 8.92099 3.4628 8.64455 3.46251 8.35621V4.54996C3.4628 4.26163 3.57747 3.98519 3.78135 3.7813C3.98523 3.57742 4.26167 3.46275 4.55001 3.46246H9.98751V4.54996H4.55001V8.35621H13.25C13.5383 8.3565 13.8148 8.47117 14.0187 8.67505C14.2226 8.87894 14.3372 9.15538 14.3375 9.44371V13.25C14.3372 13.5383 14.2226 13.8147 14.0187 14.0186C13.8148 14.2225 13.5383 14.3372 13.25 14.3375V14.3375Z"></path><path d="M15.425 6.72504H12.1625C11.8742 6.72475 11.5977 6.61008 11.3939 6.4062C11.19 6.20231 11.0753 5.92587 11.075 5.63754V2.37504C11.0753 2.0867 11.19 1.81026 11.3939 1.60638C11.5977 1.40249 11.8742 1.28782 12.1625 1.28754H15.425C15.7133 1.28782 15.9898 1.40249 16.1937 1.60638C16.3976 1.81026 16.5122 2.0867 16.5125 2.37504V5.63754C16.5122 5.92587 16.3976 6.20231 16.1937 6.4062C15.9898 6.61008 15.7133 6.72475 15.425 6.72504V6.72504ZM12.1625 2.37504V5.63754H15.425V2.37504H12.1625Z"></path></svg></div>
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<span>Text2Text Generation</span>
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</div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=transformers"><div class="tag tag-white "><svg class="text-black inline-block text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 95 88"><path fill="#fff" d="M94.25 70.08a8.28 8.28 0 0 1-.43 6.46 10.57 10.57 0 0 1-3 3.6 25.18 25.18 0 0 1-5.7 3.2 65.74 65.74 0 0 1-7.56 2.65 46.67 46.67 0 0 1-11.42 1.68c-5.42.05-10.09-1.23-13.4-4.5a40.4 40.4 0 0 1-10.14.03c-3.34 3.25-7.99 4.52-13.39 4.47a46.82 46.82 0 0 1-11.43-1.68 66.37 66.37 0 0 1-7.55-2.65c-2.28-.98-4.17-2-5.68-3.2a10.5 10.5 0 0 1-3.02-3.6c-.99-2-1.18-4.3-.42-6.46a8.54 8.54 0 0 1-.33-5.63c.25-.95.66-1.83 1.18-2.61a8.67 8.67 0 0 1 2.1-8.47 8.23 8.23 0 0 1 2.82-2.07 41.75 41.75 0 1 1 81.3-.12 8.27 8.27 0 0 1 3.11 2.19 8.7 8.7 0 0 1 2.1 8.47c.52.78.93 1.66 1.18 2.61a8.61 8.61 0 0 1-.32 5.63Z"></path><path fill="#FFD21E" d="M47.21 76.5a34.75 34.75 0 1 0 0-69.5 34.75 34.75 0 0 0 0 69.5Z"></path><path fill="#FF9D0B" d="M81.96 41.75a34.75 34.75 0 1 0-69.5 0 34.75 34.75 0 0 0 69.5 0Zm-73.5 0a38.75 38.75 0 1 1 77.5 0 38.75 38.75 0 0 1-77.5 0Z"></path><path fill="#3A3B45" d="M58.5 32.3c1.28.44 1.78 3.06 3.07 2.38a5 5 0 1 0-6.76-2.07c.61 1.15 2.55-.72 3.7-.32ZM34.95 32.3c-1.28.44-1.79 3.06-3.07 2.38a5 5 0 1 1 6.76-2.07c-.61 1.15-2.56-.72-3.7-.32Z"></path><path fill="#FF323D" d="M46.96 56.29c9.83 0 13-8.76 13-13.26 0-2.34-1.57-1.6-4.09-.36-2.33 1.15-5.46 2.74-8.9 2.74-7.19 0-13-6.88-13-2.38s3.16 13.26 13 13.26Z"></path><path fill="#3A3B45" fill-rule="evenodd" d="M39.43 54a8.7 8.7 0 0 1 5.3-4.49c.4-.12.81.57 1.24 1.28.4.68.82 1.37 1.24 1.37.45 0 .9-.68 1.33-1.35.45-.7.89-1.38 1.32-1.25a8.61 8.61 0 0 1 5 4.17c3.73-2.94 5.1-7.74 5.1-10.7 0-2.34-1.57-1.6-4.09-.36l-.14.07c-2.31 1.15-5.39 2.67-8.77 2.67s-6.45-1.52-8.77-2.67c-2.6-1.29-4.23-2.1-4.23.29 0 3.05 1.46 8.06 5.47 10.97Z" clip-rule="evenodd"></path><path fill="#FF9D0B" d="M70.71 37a3.25 3.25 0 1 0 0-6.5 3.25 3.25 0 0 0 0 6.5ZM24.21 37a3.25 3.25 0 1 0 0-6.5 3.25 3.25 0 0 0 0 6.5ZM17.52 48c-1.62 0-3.06.66-4.07 1.87a5.97 5.97 0 0 0-1.33 3.76 7.1 7.1 0 0 0-1.94-.3c-1.55 0-2.95.59-3.94 1.66a5.8 5.8 0 0 0-.8 7 5.3 5.3 0 0 0-1.79 2.82c-.24.9-.48 2.8.8 4.74a5.22 5.22 0 0 0-.37 5.02c1.02 2.32 3.57 4.14 8.52 6.1 3.07 1.22 5.89 2 5.91 2.01a44.33 44.33 0 0 0 10.93 1.6c5.86 0 10.05-1.8 12.46-5.34 3.88-5.69 3.33-10.9-1.7-15.92-2.77-2.78-4.62-6.87-5-7.77-.78-2.66-2.84-5.62-6.25-5.62a5.7 5.7 0 0 0-4.6 2.46c-1-1.26-1.98-2.25-2.86-2.82A7.4 7.4 0 0 0 17.52 48Zm0 4c.51 0 1.14.22 1.82.65 2.14 1.36 6.25 8.43 7.76 11.18.5.92 1.37 1.31 2.14 1.31 1.55 0 2.75-1.53.15-3.48-3.92-2.93-2.55-7.72-.68-8.01.08-.02.17-.02.24-.02 1.7 0 2.45 2.93 2.45 2.93s2.2 5.52 5.98 9.3c3.77 3.77 3.97 6.8 1.22 10.83-1.88 2.75-5.47 3.58-9.16 3.58-3.81 0-7.73-.9-9.92-1.46-.11-.03-13.45-3.8-11.76-7 .28-.54.75-.76 1.34-.76 2.38 0 6.7 3.54 8.57 3.54.41 0 .7-.17.83-.6.79-2.85-12.06-4.05-10.98-8.17.2-.73.71-1.02 1.44-1.02 3.14 0 10.2 5.53 11.68 5.53.11 0 .2-.03.24-.1.74-1.2.33-2.04-4.9-5.2-5.21-3.16-8.88-5.06-6.8-7.33.24-.26.58-.38 1-.38 3.17 0 10.66 6.82 10.66 6.82s2.02 2.1 3.25 2.1c.28 0 .52-.1.68-.38.86-1.46-8.06-8.22-8.56-11.01-.34-1.9.24-2.85 1.31-2.85Z"></path><path fill="#FFD21E" d="M38.6 76.69c2.75-4.04 2.55-7.07-1.22-10.84-3.78-3.77-5.98-9.3-5.98-9.3s-.82-3.2-2.69-2.9c-1.87.3-3.24 5.08.68 8.01 3.91 2.93-.78 4.92-2.29 2.17-1.5-2.75-5.62-9.82-7.76-11.18-2.13-1.35-3.63-.6-3.13 2.2.5 2.79 9.43 9.55 8.56 11-.87 1.47-3.93-1.71-3.93-1.71s-9.57-8.71-11.66-6.44c-2.08 2.27 1.59 4.17 6.8 7.33 5.23 3.16 5.64 4 4.9 5.2-.75 1.2-12.28-8.53-13.36-4.4-1.08 4.11 11.77 5.3 10.98 8.15-.8 2.85-9.06-5.38-10.74-2.18-1.7 3.21 11.65 6.98 11.76 7.01 4.3 1.12 15.25 3.49 19.08-2.12Z"></path><path fill="#FF9D0B" d="M77.4 48c1.62 0 3.07.66 4.07 1.87a5.97 5.97 0 0 1 1.33 3.76 7.1 7.1 0 0 1 1.95-.3c1.55 0 2.95.59 3.94 1.66a5.8 5.8 0 0 1 .8 7 5.3 5.3 0 0 1 1.78 2.82c.24.9.48 2.8-.8 4.74a5.22 5.22 0 0 1 .37 5.02c-1.02 2.32-3.57 4.14-8.51 6.1-3.08 1.22-5.9 2-5.92 2.01a44.33 44.33 0 0 1-10.93 1.6c-5.86 0-10.05-1.8-12.46-5.34-3.88-5.69-3.33-10.9 1.7-15.92 2.78-2.78 4.63-6.87 5.01-7.77.78-2.66 2.83-5.62 6.24-5.62a5.7 5.7 0 0 1 4.6 2.46c1-1.26 1.98-2.25 2.87-2.82A7.4 7.4 0 0 1 77.4 48Zm0 4c-.51 0-1.13.22-1.82.65-2.13 1.36-6.25 8.43-7.76 11.18a2.43 2.43 0 0 1-2.14 1.31c-1.54 0-2.75-1.53-.14-3.48 3.91-2.93 2.54-7.72.67-8.01a1.54 1.54 0 0 0-.24-.02c-1.7 0-2.45 2.93-2.45 2.93s-2.2 5.52-5.97 9.3c-3.78 3.77-3.98 6.8-1.22 10.83 1.87 2.75 5.47 3.58 9.15 3.58 3.82 0 7.73-.9 9.93-1.46.1-.03 13.45-3.8 11.76-7-.29-.54-.75-.76-1.34-.76-2.38 0-6.71 3.54-8.57 3.54-.42 0-.71-.17-.83-.6-.8-2.85 12.05-4.05 10.97-8.17-.19-.73-.7-1.02-1.44-1.02-3.14 0-10.2 5.53-11.68 5.53-.1 0-.19-.03-.23-.1-.74-1.2-.34-2.04 4.88-5.2 5.23-3.16 8.9-5.06 6.8-7.33-.23-.26-.57-.38-.98-.38-3.18 0-10.67 6.82-10.67 6.82s-2.02 2.1-3.24 2.1a.74.74 0 0 1-.68-.38c-.87-1.46 8.05-8.22 8.55-11.01.34-1.9-.24-2.85-1.31-2.85Z"></path><path fill="#FFD21E" d="M56.33 76.69c-2.75-4.04-2.56-7.07 1.22-10.84 3.77-3.77 5.97-9.3 5.97-9.3s.82-3.2 2.7-2.9c1.86.3 3.23 5.08-.68 8.01-3.92 2.93.78 4.92 2.28 2.17 1.51-2.75 5.63-9.82 7.76-11.18 2.13-1.35 3.64-.6 3.13 2.2-.5 2.79-9.42 9.55-8.55 11 .86 1.47 3.92-1.71 3.92-1.71s9.58-8.71 11.66-6.44c2.08 2.27-1.58 4.17-6.8 7.33-5.23 3.16-5.63 4-4.9 5.2.75 1.2 12.28-8.53 13.36-4.4 1.08 4.11-11.76 5.3-10.97 8.15.8 2.85 9.05-5.38 10.74-2.18 1.69 3.21-11.65 6.98-11.76 7.01-4.31 1.12-15.26 3.49-19.08-2.12Z"></path></svg>
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<span>Transformers</span>
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|
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</div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=safetensors"><div class="tag tag-white "><svg class="text-black inline-block text-sm" viewBox="0 0 57 44" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet"><path d="M36.816 20.1474L54.9918 27.4409C55.5142 27.6506 55.9623 28.0112 56.2788 28.4766C56.5954 28.9421 56.7661 29.4913 56.7691 30.0542C56.7722 30.6171 56.6074 31.1682 56.2959 31.637C55.9844 32.1059 55.5402 32.4713 55.0201 32.6866L29.953 43.0646C29.2593 43.3518 28.4799 43.3518 27.7862 43.0646L2.71624 32.6894C2.19613 32.4741 1.75197 32.1087 1.44044 31.6398C1.12892 31.171 0.964165 30.62 0.967204 30.057C0.970244 29.4941 1.14094 28.9449 1.45751 28.4794C1.77408 28.014 2.22216 27.6534 2.74456 27.4437L21.2404 20.0227C22.2997 19.5979 25.6477 20.8441 28.8682 20.8555C32.3096 20.8668 35.6292 19.6715 36.816 20.1474ZM11.3042 30.1119L28.8682 37.3828L46.435 30.1119L28.8682 23.0619L11.3042 30.1119ZM29.9247 0.388251L54.9918 10.4462C55.5142 10.6559 55.9623 11.0165 56.2788 11.482C56.5954 11.9474 56.7661 12.4967 56.7691 13.0596C56.7722 13.6225 56.6074 14.1735 56.2959 14.6424C55.9844 15.1112 55.5402 15.4766 55.0201 15.6919L29.953 26.07C29.2593 26.3572 28.4799 26.3572 27.7862 26.07L2.71624 15.6948C2.19613 15.4795 1.75197 15.1141 1.44044 14.6452C1.12892 14.1763 0.964165 13.6253 0.967204 13.0624C0.970244 12.4995 1.14094 11.9503 1.45751 11.4848C1.77408 11.0193 2.22216 10.6588 2.74456 10.4491L27.8117 0.388251C28.4896 0.1157 29.2467 0.1157 29.9247 0.388251ZM11.3042 13.1172L28.8682 20.3881L46.435 13.1172L28.8682 6.06729L11.3042 13.1172Z" fill="currentColor"></path></svg>
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<span>Safetensors</span>
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</div></a>
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<div class="relative inline-block ">
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<button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-lg rounded-br-none " type="button">
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<div class="tag tag-white relative rounded-br-none pr-2.5"><svg class="-mr-1 text-red-500" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg>
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<span>prometheus-eval/Feedback-Collection</span>
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|
162 |
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<div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div>
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</button>
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</div>
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<div class="relative inline-block ">
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<button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-lg rounded-br-none " type="button">
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<div class="tag tag-white relative rounded-br-none pr-2.5"><svg class="-mr-1 text-red-500" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg>
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<span>prometheus-eval/Preference-Collection</span>
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|
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<div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div>
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</button>
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</div><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?language=en"><div class="tag tag-white "><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="text-green-600/80" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 10 10"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.625 5C0.625 6.16032 1.08594 7.27312 1.90641 8.09359C2.72688 8.91406 3.83968 9.375 5 9.375C6.16032 9.375 7.27312 8.91406 8.09359 8.09359C8.91406 7.27312 9.375 6.16032 9.375 5C9.375 3.83968 8.91406 2.72688 8.09359 1.90641C7.27312 1.08594 6.16032 0.625 5 0.625C3.83968 0.625 2.72688 1.08594 1.90641 1.90641C1.08594 2.72688 0.625 3.83968 0.625 5ZM7.64365 7.48027C7.61734 7.50832 7.59054 7.53598 7.56326 7.56326C7.13828 7.98824 6.61864 8.2968 6.0539 8.46842C6.29802 8.11949 6.49498 7.64804 6.63475 7.09483C7.00845 7.18834 7.35014 7.3187 7.64365 7.48027ZM8.10076 6.87776C8.37677 6.42196 8.55005 5.90894 8.60556 5.37499H6.86808C6.85542 5.71597 6.82551 6.04557 6.77971 6.35841C7.25309 6.47355 7.68808 6.6414 8.062 6.85549C8.07497 6.86283 8.08789 6.87025 8.10076 6.87776ZM6.03795 6.22536C6.07708 5.95737 6.1044 5.67232 6.11705 5.37499H3.88295C3.89666 5.69742 3.92764 6.00542 3.9722 6.29287C4.37075 6.21726 4.79213 6.17749 5.224 6.17749C5.50054 6.17749 5.77294 6.19376 6.03795 6.22536ZM4.1261 7.02673C4.34894 7.84835 4.68681 8.375 5 8.375C5.32122 8.375 5.66839 7.82101 5.8908 6.963C5.67389 6.93928 5.45082 6.92699 5.224 6.92699C4.84316 6.92699 4.47332 6.96176 4.1261 7.02673ZM3.39783 7.21853C3.53498 7.71842 3.72038 8.14579 3.9461 8.46842C3.42141 8.30898 2.93566 8.03132 2.52857 7.65192C2.77253 7.48017 3.06711 7.33382 3.39783 7.21853ZM3.23916 6.48077C3.18263 6.13193 3.14625 5.76074 3.13192 5.37499H1.39444C1.4585 5.99112 1.67936 6.57938 2.03393 7.08403C2.3706 6.83531 2.78055 6.63162 3.23916 6.48077ZM1.39444 4.62499H3.13192C3.14615 4.24204 3.18211 3.87344 3.23794 3.52681C2.77814 3.37545 2.36731 3.17096 2.03024 2.92123C1.67783 3.42469 1.45828 4.011 1.39444 4.62499ZM2.5237 2.35262C2.76812 2.52552 3.06373 2.67281 3.39584 2.78875C3.53318 2.28573 3.71928 1.85578 3.9461 1.53158C3.41932 1.69166 2.93178 1.97089 2.5237 2.35262ZM3.97101 3.71489C3.92709 4.00012 3.89654 4.30547 3.88295 4.62499H6.11705C6.10453 4.33057 6.07761 4.04818 6.03909 3.78248C5.77372 3.81417 5.50093 3.83049 5.224 3.83049C4.79169 3.83049 4.3699 3.79065 3.97101 3.71489ZM5.8928 3.04476C5.67527 3.06863 5.45151 3.08099 5.224 3.08099C4.84241 3.08099 4.47186 3.04609 4.12405 2.98086C4.34686 2.1549 4.68584 1.625 5 1.625C5.32218 1.625 5.67048 2.18233 5.8928 3.04476ZM6.78083 3.6493C6.826 3.95984 6.85552 4.28682 6.86808 4.62499H8.60556C8.55029 4.09337 8.37827 3.58251 8.10436 3.1282C8.0903 3.1364 8.07618 3.14449 8.062 3.15249C7.68838 3.36641 7.25378 3.53417 6.78083 3.6493ZM7.64858 2.52499C7.35446 2.68754 7.0117 2.81868 6.63664 2.91268C6.49676 2.35623 6.29913 1.88209 6.0539 1.53158C6.61864 1.7032 7.13828 2.01176 7.56326 2.43674C7.59224 2.46572 7.62068 2.49514 7.64858 2.52499Z" fill="currentColor"></path></svg>
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<span>English</span>
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</div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=mixtral"><div class="tag tag-white ">
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<span>mixtral</span>
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</div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=text-generation"><div class="tag tag-white ">
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<span>text-generation</span>
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</div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=endpoints_compatible"><div class="tag tag-white "><svg class="" width="1em" height="1em" viewBox="0 0 74 75" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M46.6517 14.9309C48.2799 11.0495 45.4292 6.76251 41.2202 6.76251H24.1817C19.8066 6.76251 15.9021 9.50789 14.4218 13.6249L8.51785 30.0453C6.77792 34.8844 6.77792 40.1785 8.51785 45.0177L14.4218 61.438C15.9021 65.5551 19.8066 68.3004 24.1817 68.3004H41.2202C45.4292 68.3004 48.2799 64.0134 46.6517 60.132L40.7616 46.0903C38.465 40.6155 38.465 34.4475 40.7616 28.9727L46.6517 14.9309Z" fill="#861FFF" stroke="black" stroke-width="12.6835" stroke-linejoin="round"></path><circle cx="53.1334" cy="37.5315" r="13.9518" fill="#FF3270" stroke="black" stroke-width="12.6835" stroke-linejoin="round"></circle></svg>
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<span>Inference Endpoints</span>
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</div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=text-generation-inference"><div class="tag tag-white "><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="#23B0FF" d="m9.6 3.6-3.2-2a1 1 0 0 0-1.1 0L2 3.7a1 1 0 0 0-.3 1.6H10a1 1 0 0 0-.3-1.6Z"></path><path fill="#2094FF" d="m6.7 9.7 3.2-4.5-.4-.8H5.7v4.8l1 .5Z"></path><path fill="#6BCAFF" d="M4.9 9.7 1.7 5.2l.4-.8h3.8v4.8l-1 .5Z"></path><path fill="#000" fill-rule="evenodd" d="M9.9 3.2c.8.5 1 1.5.5 2.3L7 10c-.6.9-2 .9-2.6 0L1.3 5.5c-.5-.8-.3-1.8.5-2.3l3.2-2c.5-.3 1.2-.3 1.7 0l3.2 2ZM6.4 5h3l-3 4.2V5ZM5.3 5h-3l3 4.2V5Zm3.8-1L6 2a.5.5 0 0 0-.5 0L2.6 4H9Z" clip-rule="evenodd"></path></svg>
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<span>text-generation-inference</span>
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</div></a>
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<div class="relative inline-block ">
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<button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button">
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<div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"><svg class="-mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 12 12" preserveAspectRatio="xMidYMid meet" fill="none"><path fill="currentColor" fill-rule="evenodd" d="M8.007 1.814a1.176 1.176 0 0 0-.732-.266H3.088c-.64 0-1.153.512-1.153 1.152v6.803c0 .64.513 1.152 1.153 1.152h5.54c.632 0 1.144-.511 1.144-1.152V3.816c0-.338-.137-.658-.412-.887L8.007 1.814Zm-1.875 1.81c0 .695.55 1.253 1.244 1.253h.983a.567.567 0 0 1 .553.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.574.574 0 0 1 .434.19.567.567 0 0 1 .142.395v.64Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".2" fill-rule="evenodd" d="M6.132 3.624c0 .695.55 1.253 1.244 1.253h.97a.567.567 0 0 1 .566.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.567.567 0 0 1 .576.585v.64Z" clip-rule="evenodd"></path></svg>
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<span class="-mr-2 text-gray-400">arxiv:</span>
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<span>2405.01535</span>
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<div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div>
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<div class="relative inline-block ">
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<button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button">
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<div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"><svg class="-mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 12 12" preserveAspectRatio="xMidYMid meet" fill="none"><path fill="currentColor" fill-rule="evenodd" d="M8.007 1.814a1.176 1.176 0 0 0-.732-.266H3.088c-.64 0-1.153.512-1.153 1.152v6.803c0 .64.513 1.152 1.153 1.152h5.54c.632 0 1.144-.511 1.144-1.152V3.816c0-.338-.137-.658-.412-.887L8.007 1.814Zm-1.875 1.81c0 .695.55 1.253 1.244 1.253h.983a.567.567 0 0 1 .553.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.574.574 0 0 1 .434.19.567.567 0 0 1 .142.395v.64Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".2" fill-rule="evenodd" d="M6.132 3.624c0 .695.55 1.253 1.244 1.253h.97a.567.567 0 0 1 .566.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.567.567 0 0 1 .576.585v.64Z" clip-rule="evenodd"></path></svg>
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<span class="-mr-2 text-gray-400">arxiv:</span>
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<span>2310.08491</span>
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<div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div>
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<div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"><svg class="text-xs text-gray-900" width="1em" height="1em" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1.46009 5.0945V6.88125C1.46009 7.25201 1.75937 7.55129 2.13012 7.55129C2.50087 7.55129 2.80016 7.25201 2.80016 6.88125V5.0945C2.80016 4.72375 2.50087 4.42446 2.13012 4.42446C1.75937 4.42446 1.46009 4.72375 1.46009 5.0945ZM4.14022 5.0945V6.88125C4.14022 7.25201 4.4395 7.55129 4.81026 7.55129C5.18101 7.55129 5.48029 7.25201 5.48029 6.88125V5.0945C5.48029 4.72375 5.18101 4.42446 4.81026 4.42446C4.4395 4.42446 4.14022 4.72375 4.14022 5.0945ZM1.23674 9.78473H8.38377C8.75452 9.78473 9.0538 9.48545 9.0538 9.1147C9.0538 8.74395 8.75452 8.44466 8.38377 8.44466H1.23674C0.865993 8.44466 0.566711 8.74395 0.566711 9.1147C0.566711 9.48545 0.865993 9.78473 1.23674 9.78473ZM6.82036 5.0945V6.88125C6.82036 7.25201 7.11964 7.55129 7.49039 7.55129C7.86114 7.55129 8.16042 7.25201 8.16042 6.88125V5.0945C8.16042 4.72375 7.86114 4.42446 7.49039 4.42446C7.11964 4.42446 6.82036 4.72375 6.82036 5.0945ZM4.39484 0.623142L0.865993 2.48137C0.682851 2.57517 0.566711 2.76725 0.566711 2.97273C0.566711 3.28094 0.816857 3.53109 1.12507 3.53109H8.49991C8.80365 3.53109 9.0538 3.28094 9.0538 2.97273C9.0538 2.76725 8.93766 2.57517 8.75452 2.48137L5.22568 0.623142C4.9666 0.484669 4.65391 0.484669 4.39484 0.623142V0.623142Z" fill="currentColor"></path></svg>
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<span class="-mr-1 text-gray-400">License:</span>
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<span>apache-2.0</span>
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<div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div>
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</div></div>
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<div class="flex flex-col-reverse lg:flex-row lg:items-center lg:justify-between"><div class="-mb-px flex h-12 items-center overflow-x-auto overflow-y-hidden "><a class="tab-alternate " href="/prometheus-eval/prometheus-8x7b-v2.0"><svg class="mr-1.5 text-gray-400 flex-none" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-quaternary" d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z" opacity=".25" fill="currentColor"></path><path class="uim-tertiary" d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z" fill="currentColor"></path></svg>
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Model card
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</a><a class="tab-alternate active" href="/prometheus-eval/prometheus-8x7b-v2.0/tree/main"><svg class="mr-1.5 text-gray-400 flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-tertiary" d="M21 19h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0-4h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0-8h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0 4h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M9 19a1 1 0 0 1-1-1V6a1 1 0 0 1 2 0v12a1 1 0 0 1-1 1zm-6-4.333a1 1 0 0 1-.64-1.769L3.438 12l-1.078-.898a1 1 0 0 1 1.28-1.538l2 1.667a1 1 0 0 1 0 1.538l-2 1.667a.999.999 0 0 1-.64.231z" fill="currentColor"></path></svg>
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<span class="xl:hidden">Files</span>
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<span class="hidden xl:inline">Files and versions</span>
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</a><a class="my-1 mr-4 flex items-center hover:underline text-green-600 dark:text-gray-300" href="/prometheus-eval/prometheus-8x7b-v2.0/edit/main/README.md"><svg class="mr-1.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M2 26h28v2H2z" fill="currentColor"></path><path d="M25.4 9c.8-.8.8-2 0-2.8l-3.6-3.6c-.8-.8-2-.8-2.8 0l-15 15V24h6.4l15-15zm-5-5L24 7.6l-3 3L17.4 7l3-3zM6 22v-3.6l10-10l3.6 3.6l-10 10H6z" fill="currentColor"></path></svg>
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contribute
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</a><a class="my-1 mr-4 flex items-center hover:underline " href="/prometheus-eval/prometheus-8x7b-v2.0/delete/main/README.md"><svg class="mr-1.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M12 12h2v12h-2z" fill="currentColor"></path><path d="M18 12h2v12h-2z" fill="currentColor"></path><path d="M4 6v2h2v20a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2V8h2V6zm4 22V8h16v20z" fill="currentColor"></path><path d="M12 2h8v2h-8z" fill="currentColor"></path></svg>
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delete
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</a>
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<div class="mr-4 flex items-center text-gray-400"><svg class="text-gray-300 text-sm mr-1.5 -translate-y-px" width="1em" height="1em" viewBox="0 0 22 28" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M15.3634 10.3639C15.8486 10.8491 15.8486 11.6357 15.3634 12.1209L10.9292 16.5551C10.6058 16.8785 10.0814 16.8785 9.7579 16.5551L7.03051 13.8277C6.54532 13.3425 6.54532 12.5558 7.03051 12.0707C7.51569 11.5855 8.30234 11.5855 8.78752 12.0707L9.7579 13.041C10.0814 13.3645 10.6058 13.3645 10.9292 13.041L13.6064 10.3639C14.0916 9.8787 14.8782 9.8787 15.3634 10.3639Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M10.6666 27.12C4.93329 25.28 0 19.2267 0 12.7867V6.52001C0 5.40001 0.693334 4.41334 1.73333 4.01334L9.73333 1.01334C10.3333 0.786673 11 0.786673 11.6 1.02667L19.6 4.02667C20.1083 4.21658 20.5465 4.55701 20.8562 5.00252C21.1659 5.44803 21.3324 5.97742 21.3333 6.52001V12.7867C21.3333 19.24 16.4 25.28 10.6666 27.12Z" fill="currentColor" fill-opacity="0.22"></path><path d="M10.0845 1.94967L10.0867 1.94881C10.4587 1.8083 10.8666 1.81036 11.2286 1.95515L11.2387 1.95919L11.2489 1.963L19.2489 4.963L19.25 4.96342C19.5677 5.08211 19.8416 5.29488 20.0351 5.57333C20.2285 5.85151 20.3326 6.18203 20.3333 6.52082C20.3333 6.52113 20.3333 6.52144 20.3333 6.52176L20.3333 12.7867C20.3333 18.6535 15.8922 24.2319 10.6666 26.0652C5.44153 24.2316 1 18.6409 1 12.7867V6.52001C1 5.82357 1.42893 5.20343 2.08883 4.94803L10.0845 1.94967Z" stroke="currentColor" stroke-opacity="0.30" stroke-width="2"></path></svg>
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<div class="dark:text-gray-300 sm:ml-auto">7.82 kB</div></div>
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<div class="relative min-h-[100px] rounded-b-lg border border-t-0 leading-tight dark:border-gray-800 dark:bg-gray-925">
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<div class="py-4 px-4 sm:px-6 prose hf-sanitized hf-sanitized-ufoVvyihP985epOyGg37L"><div class="not-prose -mx-6 -mt-4 mb-8 max-h-[300px] min-w-full overflow-auto border-b bg-gradient-to-t from-gray-50 px-6 pb-5 pt-4 font-mono text-xs transition-all dark:from-gray-900 dark:to-gray-950"><div class="mb-2 inline-block rounded-lg border px-2 py-1 font-mono text-xs leading-none">metadata</div>
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<pre><!-- HTML_TAG_START --><span class="hljs-attr">tags:</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">text2text-generation</span>
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<span class="hljs-attr">datasets:</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">prometheus-eval/Feedback-Collection</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">prometheus-eval/Preference-Collection</span>
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<span class="hljs-attr">license:</span> <span class="hljs-string">apache-2.0</span>
|
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<span class="hljs-attr">language:</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">en</span>
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<span class="hljs-attr">pipeline_tag:</span> <span class="hljs-string">text2text-generation</span>
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<span class="hljs-attr">library_name:</span> <span class="hljs-string">transformers</span>
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<span class="hljs-attr">metrics:</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">pearsonr</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">spearmanr</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">kendall-tau</span>
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<span class="hljs-bullet">-</span> <span class="hljs-string">accuracy</span>
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<!-- HTML_TAG_END --></pre></div>
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<!-- HTML_TAG_START --><h2 class="relative group flex items-center">
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<a rel="nofollow" href="#links-for-reference" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="links-for-reference">
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<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
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</a>
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<span>
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Links for Reference
|
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</span>
|
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</h2>
|
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<ul>
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<li><strong>Homepage: In Progress</strong> </li>
|
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<li><strong>Repository:<a rel="nofollow" href="https://github.com/prometheus-eval/prometheus-eval">https://github.com/prometheus-eval/prometheus-eval</a></strong> </li>
|
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<li><strong>Paper:<a rel="nofollow" href="https://arxiv.org/abs/2405.01535">https://arxiv.org/abs/2405.01535</a></strong> </li>
|
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<li><strong>Point of Contact:<a rel="nofollow" href="mailto:seungone@cmu.edu">seungone@cmu.edu</a></strong></li>
|
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</ul>
|
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<h1 class="relative group flex items-center">
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<a rel="nofollow" href="#tldr" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="tldr">
|
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<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
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</a>
|
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<span>
|
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TL;DR
|
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</span>
|
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</h1>
|
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<p>Prometheus 2 is an alternative of GPT-4 evaluation when doing fine-grained evaluation of an underlying LLM & a Reward model for Reinforcement Learning from Human Feedback (RLHF).
|
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<a rel="nofollow" href="/prometheus-eval/prometheus-8x7b-v2.0/blob/main/finegrained_eval.JPG"><img alt="plot" src="/prometheus-eval/prometheus-8x7b-v2.0/resolve/main/finegrained_eval.JPG"></a></p>
|
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<p>Prometheus 2 is a language model using <a rel="nofollow" href="https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2">Mistral-Instruct</a> as a base model.
|
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It is fine-tuned on 100K feedback within the <a rel="nofollow" href="https://huggingface.co/datasets/prometheus-eval/Feedback-Collection">Feedback Collection</a> and 200K feedback within the <a rel="nofollow" href="https://huggingface.co/datasets/prometheus-eval/Preference-Collection">Preference Collection</a>.
|
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It is also made by weight merging to support both absolute grading (direct assessment) and relative grading (pairwise ranking).
|
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The surprising thing is that we find weight merging also improves performance on each format.</p>
|
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<h1 class="relative group flex items-center">
|
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<a rel="nofollow" href="#model-details" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="model-details">
|
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<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
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</a>
|
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<span>
|
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Model Details
|
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</span>
|
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-
</h1>
|
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-
<h2 class="relative group flex items-center">
|
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<a rel="nofollow" href="#model-description" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="model-description">
|
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<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
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</a>
|
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<span>
|
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Model Description
|
463 |
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</span>
|
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</h2>
|
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<ul>
|
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<li><strong>Model type:</strong> Language model</li>
|
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<li><strong>Language(s) (NLP):</strong> English</li>
|
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<li><strong>License:</strong> Apache 2.0</li>
|
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-
<li><strong>Related Models:</strong> <a rel="nofollow" href="https://huggingface.co/models?search=prometheus-eval/Prometheus">All Prometheus Checkpoints</a></li>
|
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-
<li><strong>Resources for more information:</strong><ul>
|
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-
<li><a rel="nofollow" href="https://arxiv.org/abs/2405.01535">Research paper</a></li>
|
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-
<li><a rel="nofollow" href="https://github.com/prometheus-eval/prometheus-eval">GitHub Repo</a></li>
|
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-
</ul>
|
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</li>
|
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</ul>
|
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<p>Prometheus is trained with two different sizes (7B and 8x7B).
|
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You could check the 7B sized LM on <a rel="nofollow" href="https://huggingface.co/prometheus-eval/prometheus-2-7b-v2.0">this page</a>.
|
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Also, check out our dataset as well on <a rel="nofollow" href="https://huggingface.co/datasets/prometheus-eval/Feedback-Collection">this page</a> and <a rel="nofollow" href="https://huggingface.co/datasets/prometheus-eval/Preference-Collection">this page</a>.</p>
|
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<h2 class="relative group flex items-center">
|
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<a rel="nofollow" href="#prompt-format" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="prompt-format">
|
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<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
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</a>
|
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<span>
|
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Prompt Format
|
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</span>
|
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</h2>
|
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<p>We have made wrapper functions and classes to conveniently use Prometheus 2 at <a rel="nofollow" href="https://github.com/prometheus-eval/prometheus-eval">our github repository</a>.
|
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We highly recommend you use it!</p>
|
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<p>However, if you just want to use the model for your use case, please refer to the prompt format below.
|
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Note that absolute grading and relative grading requires different prompt templates and system prompts.</p>
|
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-
<h3 class="relative group flex items-center">
|
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-
<a rel="nofollow" href="#absolute-grading-direct-assessment" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="absolute-grading-direct-assessment">
|
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<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
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</a>
|
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<span>
|
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Absolute Grading (Direct Assessment)
|
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</span>
|
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</h3>
|
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<p>Prometheus requires 4 components in the input: An instruction, a response to evaluate, a score rubric, and a reference answer. You could refer to the prompt format below.
|
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You should fill in the instruction, response, reference answer, criteria description, and score description for score in range of 1 to 5.</p>
|
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<p>Fix the components with {text} inside.</p>
|
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<pre><code>###Task Description:
|
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An instruction (might include an Input inside it), a response to evaluate, a reference answer that gets a score of 5, and a score rubric representing a evaluation criteria are given.
|
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1. Write a detailed feedback that assess the quality of the response strictly based on the given score rubric, not evaluating in general.
|
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2. After writing a feedback, write a score that is an integer between 1 and 5. You should refer to the score rubric.
|
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3. The output format should look as follows: \"Feedback: (write a feedback for criteria) [RESULT] (an integer number between 1 and 5)\"
|
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4. Please do not generate any other opening, closing, and explanations.
|
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-
|
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###The instruction to evaluate:
|
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{orig_instruction}
|
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-
|
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###Response to evaluate:
|
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{orig_response}
|
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-
|
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###Reference Answer (Score 5):
|
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{orig_reference_answer}
|
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-
|
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###Score Rubrics:
|
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[{orig_criteria}]
|
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Score 1: {orig_score1_description}
|
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Score 2: {orig_score2_description}
|
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Score 3: {orig_score3_description}
|
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Score 4: {orig_score4_description}
|
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Score 5: {orig_score5_description}
|
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-
|
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###Feedback:
|
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-
</code></pre>
|
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<p>After this, you should apply the conversation template of Mistral (not applying it might lead to unexpected behaviors).
|
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You can find the conversation class at this <a rel="nofollow" href="https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py">link</a>.</p>
|
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<pre><code>conv = get_conv_template("mistral")
|
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-
conv.set_system_message("You are a fair judge assistant tasked with providing clear, objective feedback based on specific criteria, ensuring each assessment reflects the absolute standards set for performance.")
|
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-
conv.append_message(conv.roles[0], dialogs['instruction'])
|
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conv.append_message(conv.roles[1], None)
|
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-
prompt = conv.get_prompt()
|
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-
|
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x = tokenizer(prompt,truncation=False)
|
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</code></pre>
|
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<p>As a result, a feedback and score decision will be generated, divided by a separating phrase <code>[RESULT]</code> </p>
|
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<h3 class="relative group flex items-center">
|
540 |
-
<a rel="nofollow" href="#relative-grading-pairwise-ranking" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="relative-grading-pairwise-ranking">
|
541 |
-
<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
542 |
-
</a>
|
543 |
-
<span>
|
544 |
-
Relative Grading (Pairwise Ranking)
|
545 |
-
</span>
|
546 |
-
</h3>
|
547 |
-
<p>Prometheus requires 4 components in the input: An instruction, 2 responses to evaluate, a score rubric, and a reference answer. You could refer to the prompt format below.
|
548 |
-
You should fill in the instruction, 2 responses, reference answer, and criteria description.</p>
|
549 |
-
<p>Fix the components with {text} inside.</p>
|
550 |
-
<pre><code>###Task Description:
|
551 |
-
An instruction (might include an Input inside it), a response to evaluate, and a score rubric representing a evaluation criteria are given.
|
552 |
-
1. Write a detailed feedback that assess the quality of two responses strictly based on the given score rubric, not evaluating in general.
|
553 |
-
2. After writing a feedback, choose a better response between Response A and Response B. You should refer to the score rubric.
|
554 |
-
3. The output format should look as follows: "Feedback: (write a feedback for criteria) [RESULT] (A or B)"
|
555 |
-
4. Please do not generate any other opening, closing, and explanations.
|
556 |
-
|
557 |
-
###Instruction:
|
558 |
-
{orig_instruction}
|
559 |
-
|
560 |
-
###Response A:
|
561 |
-
{orig_response_A}
|
562 |
-
|
563 |
-
###Response B:
|
564 |
-
{orig_response_B}
|
565 |
-
|
566 |
-
###Reference Answer:
|
567 |
-
{orig_reference_answer}
|
568 |
-
|
569 |
-
###Score Rubric:
|
570 |
-
{orig_criteria}
|
571 |
-
|
572 |
-
###Feedback:
|
573 |
-
</code></pre>
|
574 |
-
<p>After this, you should apply the conversation template of Mistral (not applying it might lead to unexpected behaviors).
|
575 |
-
You can find the conversation class at this <a rel="nofollow" href="https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py">link</a>.</p>
|
576 |
-
<pre><code>conv = get_conv_template("mistral")
|
577 |
-
conv.set_system_message("You are a fair judge assistant assigned to deliver insightful feedback that compares individual performances, highlighting how each stands relative to others within the same cohort.")
|
578 |
-
conv.append_message(conv.roles[0], dialogs['instruction'])
|
579 |
-
conv.append_message(conv.roles[1], None)
|
580 |
-
prompt = conv.get_prompt()
|
581 |
-
|
582 |
-
x = tokenizer(prompt,truncation=False)
|
583 |
-
</code></pre>
|
584 |
-
<p>As a result, a feedback and score decision will be generated, divided by a separating phrase <code>[RESULT]</code> </p>
|
585 |
-
<h2 class="relative group flex items-center">
|
586 |
-
<a rel="nofollow" href="#license" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="license">
|
587 |
-
<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
588 |
-
</a>
|
589 |
-
<span>
|
590 |
-
License
|
591 |
-
</span>
|
592 |
-
</h2>
|
593 |
-
<p>Feedback Collection, Preference Collection, and Prometheus 2 are subject to OpenAI's Terms of Use for the generated data. If you suspect any violations, please reach out to us.</p>
|
594 |
-
<h1 class="relative group flex items-center">
|
595 |
-
<a rel="nofollow" href="#citation" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="citation">
|
596 |
-
<span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span>
|
597 |
-
</a>
|
598 |
-
<span>
|
599 |
-
Citation
|
600 |
-
</span>
|
601 |
-
</h1>
|
602 |
-
<p>If you find the following model helpful, please consider citing our paper!</p>
|
603 |
-
<p><strong>BibTeX:</strong></p>
|
604 |
-
<pre><code class="language-bibtex">@misc{kim2023prometheus,
|
605 |
-
title={Prometheus: Inducing Fine-grained Evaluation Capability in Language Models},
|
606 |
-
author={Seungone Kim and Jamin Shin and Yejin Cho and Joel Jang and Shayne Longpre and Hwaran Lee and Sangdoo Yun and Seongjin Shin and Sungdong Kim and James Thorne and Minjoon Seo},
|
607 |
-
year={2023},
|
608 |
-
eprint={2310.08491},
|
609 |
-
archivePrefix={arXiv},
|
610 |
-
primaryClass={cs.CL}
|
611 |
-
}
|
612 |
-
</code></pre>
|
613 |
-
<pre><code class="language-bibtex">@misc{kim2024prometheus,
|
614 |
-
title={Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models},
|
615 |
-
author={Seungone Kim and Juyoung Suk and Shayne Longpre and Bill Yuchen Lin and Jamin Shin and Sean Welleck and Graham Neubig and Moontae Lee and Kyungjae Lee and Minjoon Seo},
|
616 |
-
year={2024},
|
617 |
-
eprint={2405.01535},
|
618 |
-
archivePrefix={arXiv},
|
619 |
-
primaryClass={cs.CL}
|
620 |
-
}
|
621 |
-
</code></pre>
|
622 |
-
<!-- HTML_TAG_END --></div>
|
623 |
-
</div></section></div></main>
|
624 |
-
|
625 |
-
</div>
|
626 |
-
|
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<script>
|
628 |
-
import("/front/build/kube-9ffb4fa/index.js");
|
629 |
-
window.moonSha = "kube-9ffb4fa/";
|
630 |
-
window.hubConfig = JSON.parse(`{"features":{"signupDisabled":false},"sshGitUrl":"git@hf.co","moonHttpUrl":"https://huggingface.co","captchaApiKey":"bd5f2066-93dc-4bdd-a64b-a24646ca3859","captchaDisabledOnSignup":true,"datasetViewerPublicUrl":"https://datasets-server.huggingface.co","stripePublicKey":"pk_live_x2tdjFXBCvXo2FFmMybezpeM00J6gPCAAc","environment":"production","userAgent":"HuggingFace (production)","spacesIframeDomain":"hf.space","spacesApiUrl":"https://api.hf.space"}`);
|
631 |
-
</script>
|
632 |
-
|
633 |
-
<!-- Stripe -->
|
634 |
-
<script>
|
635 |
-
if (["hf.co", "huggingface.co"].includes(window.location.hostname)) {
|
636 |
-
const script = document.createElement("script");
|
637 |
-
script.src = "https://js.stripe.com/v3/";
|
638 |
-
script.async = true;
|
639 |
-
document.head.appendChild(script);
|
640 |
-
}
|
641 |
-
</script>
|
642 |
-
</body>
|
643 |
-
</html>
|
|
|
1 |
+
---
|
2 |
+
datasets:
|
3 |
+
- prometheus-eval/Feedback-Collection
|
4 |
+
- prometheus-eval/Preference-Collection
|
5 |
+
library_name: transformers
|
6 |
+
pipeline_tag: text2text-generation
|
7 |
+
tags:
|
8 |
+
- text2text-generation
|
9 |
+
---
|
|
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|
10 |
|
11 |
+
# Links for Reference
|
12 |
+
- **Quants for:** https://huggingface.co/prometheus-eval/prometheus-7b-v2.0
|
13 |
+
- **Homepage: In Progress**
|
14 |
+
- **Repository:** https://github.com/prometheus-eval/prometheus-eval
|
15 |
+
- **Paper:** https://arxiv.org/abs/2405.01535
|
16 |
+
- **Point of Contact:** seungone@cmu.edu
|
17 |
|
18 |
+
# TL;DR
|
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|
19 |
|
20 |
+
Prometheus 2 is an alternative of GPT-4 evaluation when doing fine-grained evaluation of an underlying LLM & a Reward model for Reinforcement Learning from Human Feedback (RLHF).
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21 |
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22 |
|
23 |
+
![image/png](https://huggingface.co/prometheus-eval/prometheus-8x7b-v2.0/resolve/main/finegrained_eval.JPG)
|
24 |
|
25 |
+
Prometheus 2 is a language model using Mistral-Instruct as a base model. It is fine-tuned on 100K feedback within the Feedback Collection and 200K feedback within the Preference Collection. It is also made by weight merging to support both absolute grading (direct assessment) and relative grading (pairwise ranking). The surprising thing is that we find weight merging also improves performance on each format.
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26 |
|
27 |
+
# Model Details
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|
28 |
|
29 |
+
## Model Description
|
30 |
+
- **Model type:** Language model
|
31 |
+
- **Language(s) (NLP):** English
|
32 |
+
- **License:** Apache 2.0
|
33 |
+
- **Related Models:** All Prometheus Checkpoints
|
34 |
+
- **Resources for more information:**
|
35 |
+
- Research paper (https://arxiv.org/abs/2405.01535)
|
36 |
+
- GitHub Repo (https://github.com/prometheus-eval/prometheus-eval)
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|
37 |
|
38 |
+
Prometheus is trained with two different sizes (7B and 8x7B). You could check the 7B sized LM on this page. Also, check out our dataset as well on this page and this page.
|
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|
39 |
|
40 |
+
## Prompt format
|
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|
41 |
|
42 |
+
We have made wrapper functions and classes to conveniently use Prometheus 2 at our github repository. We highly recommend you use it!
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|
43 |
|
44 |
+
However, if you just want to use the model for your use case, please refer to the prompt format below. Note that absolute grading and relative grading requires different prompt templates and system prompts.
|
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|
45 |
|
46 |
|
47 |
+
WORK IN PROGRESS
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