louisbrulenaudet/lemone-router-s

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d'apurement échelonné par la commission chargée du recouvrement, et quelles sont les conditions qui s'imposent aux administrations et organismes chargés du recouvrement ainsi qu'au débiteur qui s'engage à le respecter ?","example_title":"Contrôle et contentieux"},{"text":"Quel régime fiscal est applicable aux opérations de crédit-bail portant sur des fonds de commerce, des fonds artisanaux, ou l'un de leurs éléments incorporels non amortissables, et quelles sont les conditions dans lesquelles les sommes correspondant à la quote-part de loyer ne constituent pas un élément du bénéfice imposable du bailleur et ne sont pas déductibles pour la détermination des résultats imposables du locataire ?","example_title":"Bénéfices professionnels"},{"text":"La succession s'ouvre par le décès dude cujus(code civil, art. 720). 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from Trainer","type":"other"},{"id":"feature-extraction","label":"feature-extraction","type":"other"},{"id":"legal","label":"legal","type":"other"},{"id":"taxation","label":"taxation","type":"other"},{"id":"fiscalité","label":"fiscalité","type":"other"},{"id":"tax","label":"tax","type":"other"},{"id":"base_model:intfloat/multilingual-e5-base","label":"base_model:intfloat/multilingual-e5-base","type":"other"},{"id":"base_model:finetune:intfloat/multilingual-e5-base","label":"base_model:finetune:intfloat/multilingual-e5-base","type":"other"},{"id":"autotrain_compatible","label":"AutoTrain Compatible","type":"other"},{"id":"endpoints_compatible","label":"Inference Endpoints","type":"other"},{"id":"license:apache-2.0","label":"apache-2.0","type":"license"},{"type":"region","label":"🇺🇸 Region: US","id":"region:us"}],"transformersInfo":{"auto_model":"AutoModelForSequenceClassification","pipeline_tag":"text-classification","processor":"AutoTokenizer"},"widgetData":[{"text":"Quelles sont les modalités d'adoption d'un plan d'apurement échelonné par la commission chargée du recouvrement, et quelles sont les conditions qui s'imposent aux administrations et organismes chargés du recouvrement ainsi qu'au débiteur qui s'engage à le respecter ?","example_title":"Contrôle et contentieux"},{"text":"Quel régime fiscal est applicable aux opérations de crédit-bail portant sur des fonds de commerce, des fonds artisanaux, ou l'un de leurs éléments incorporels non amortissables, et quelles sont les conditions dans lesquelles les sommes correspondant à la quote-part de loyer ne constituent pas un élément du bénéfice imposable du bailleur et ne sont pas déductibles pour la détermination des résultats imposables du locataire ?","example_title":"Bénéfices professionnels"},{"text":"La succession s'ouvre par le décès dude cujus(code civil, art. 720). C'est donc le décès qui constitue le fait générateur de l'impôt. Dès lors, le tarif du droit et les règles applicables à sa liquidation sont celles en vigueur au jour du décès (en ce sens, Cass. com 7 janvier 1997 n° de pourvoi 95-11686). Toutefois, pour les legs sous condition suspensive (BOI-ENR-DMTG-10-10-10-10), les droits sont dus lors de la réalisation de la condition, d'après le régime fiscal applicable et la valeur des biens à cette époque (code général des impôts (CGI), art 676). Par ailleurs, pour les pénalités éventuellement exigibles, la loi applicable est celle en vigueur lors de la contravention. L'administration prouve le décès, en vue de la réclamation des droits, au moyen des registres de l'état civil dont les maires sont tenus de lui remettre un relevé trimestriel (LPF, art. L. 102 A). Elle peut aussi prouver la mutation par décès au moyen des présomptions légales de l'article 1881 du CGI et de l'article 1882 du CGI. Dans ce cas le fait générateur se place à la date à partir de laquelle la prise de possession est établie.","example_title":"Patrimoine et enregistrement"},{"text":"Quelles sont les obligations déclaratives que les associés personnes physiques doivent respecter pour bénéficier de la réduction d'impôt accordée au titre des dépenses de restauration immobilière effectuées dans les sites patrimoniaux remarquables et les quartiers relevant de la politique de la ville, et quelles sont les pièces justificatives qui doivent être jointes à leur déclaration des revenus ?","example_title":"Revenus particuliers"}],"safetensors":{"parameters":{"F32":117656840},"total":117656840,"sharded":false},"hasBlockedOids":false},"discussionsStats":{"closed":0,"open":0,"total":0},"query":{}}"><header class="from-gray-50-to-white border-b border-gray-100 bg-gradient-to-t via-white dark:via-gray-950 pt-6 sm:pt-9"><div class="container relative "><h1 class="flex flex-wrap items-center leading-tight mb-3 text-lg 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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> <span>Transformers</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=tensorboard"><div class="tag tag-white "> <span>TensorBoard</span> </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> <span>Safetensors</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=sentence-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" width="1em" height="1em" role="img" aria-hidden="true" focusable="false" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><g clip-path="url(#a)"><path d="M11.268.731A.556.556 0 1 1 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type="button"><div class="tag tag-white "> <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> <span>7 datasets</span> </div></button><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?language=fr"><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 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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> <span>French</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=bert"><div class="tag tag-white "> <span>bert</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=generated_from_trainer"><div class="tag tag-white "> <span>Generated from Trainer</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=feature-extraction"><div class="tag tag-white "> <span>feature-extraction</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=legal"><div class="tag tag-white "> <span>legal</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=taxation"><div class="tag tag-white "> <span>taxation</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=fiscalit%C3%A9"><div class="tag tag-white "> <span>fiscalité</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=tax"><div class="tag tag-white "> <span>tax</span> </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> <span>Inference Endpoints</span> </div></a><div class="relative inline-block "> <button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button"> <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> <span class="-mr-1 text-gray-400">License:</span> <span>apache-2.0</span> <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> </button> </div></div> <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 active" href="/louisbrulenaudet/lemone-router-s"><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 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class="pl-2"></ul> </li></ul> </li></ul></nav></div></div></div></div></div> <div class="SVELTE_HYDRATER contents" data-target="Hydrater" data-props="{"targetSelector":".model-card-content"}"></div> <div class="model-card-content prose md:px-6 md:-mx-6 lg:-mr-20 lg:pr-20 xl:-mr-24 xl:pr-24 2xl:-mr-36 2xl:pr-36 hf-sanitized hf-sanitized-FkGdIaqtqypxN2v4qKNja"> <img src="/louisbrulenaudet/lemone-router-s/resolve/main/assets/thumbnail.webp"> <h1 class="relative group flex items-center"> <a rel="nofollow" href="#lemone-router-a-series-of-fine-tuned-classification-models-for-french-taxation" 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="lemone-router-a-series-of-fine-tuned-classification-models-for-french-taxation"> <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> </a> <span> Lemone-Router: A Series of Fine-Tuned Classification Models for French Taxation </span> </h1> <p>Lemone-router is a series of classification models designed to produce an optimal multi-agent system for different branches of tax law. Trained on a base of 49k lines comprising a set of synthetic questions generated by GPT-4 Turbo and Llama 3.1 70B, which have been further refined through evol-instruction tuning and manual curation and authority documents, these models are based on an 8-category decomposition of the classification scheme derived from the Bulletin officiel des finances publiques - impôts :</p> <pre><code class="language-python">label2id = { <span class="hljs-string">"Bénéfices professionnels"</span>: <span class="hljs-number">0</span>, <span class="hljs-string">"Contrôle et contentieux"</span>: <span class="hljs-number">1</span>, <span class="hljs-string">"Dispositifs transversaux"</span>: <span class="hljs-number">2</span>, <span class="hljs-string">"Fiscalité des entreprises"</span>: <span class="hljs-number">3</span>, <span class="hljs-string">"Patrimoine et enregistrement"</span>: <span class="hljs-number">4</span>, <span class="hljs-string">"Revenus particuliers"</span>: <span class="hljs-number">5</span>, <span class="hljs-string">"Revenus patrimoniaux"</span>: <span class="hljs-number">6</span>, <span class="hljs-string">"Taxes sur la consommation"</span>: <span class="hljs-number">7</span> } id2label = { <span class="hljs-number">0</span>: <span class="hljs-string">"Bénéfices professionnels"</span>, <span class="hljs-number">1</span>: <span class="hljs-string">"Contrôle et contentieux"</span>, <span class="hljs-number">2</span>: <span class="hljs-string">"Dispositifs transversaux"</span>, <span class="hljs-number">3</span>: <span class="hljs-string">"Fiscalité des entreprises"</span>, <span class="hljs-number">4</span>: <span class="hljs-string">"Patrimoine et enregistrement"</span>, <span class="hljs-number">5</span>: <span class="hljs-string">"Revenus particuliers"</span>, <span class="hljs-number">6</span>: <span class="hljs-string">"Revenus patrimoniaux"</span>, <span class="hljs-number">7</span>: <span class="hljs-string">"Taxes sur la consommation"</span> } </code></pre> <p>This model is a fine-tuned version of <a rel="nofollow" href="https://huggingface.co/intfloat/multilingual-e5-small">intfloat/multilingual-e5-small</a>. It achieves the following results on the evaluation set:</p> <ul> <li>Loss: 0.4446</li> <li>Accuracy: 0.9061</li> </ul> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#usage" 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="usage"> <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> </a> <span> Usage </span> </h3> <pre><code class="language-python"><span class="hljs-comment"># Load model directly</span> <span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained(<span class="hljs-string">"louisbrulenaudet/lemone-router-s"</span>) model = AutoModelForSequenceClassification.from_pretrained(<span class="hljs-string">"louisbrulenaudet/lemone-router-s"</span>) </code></pre> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#training-hyperparameters" 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="training-hyperparameters"> <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> </a> <span> Training hyperparameters </span> </h3> <p>The following hyperparameters were used during training:</p> <ul> <li>learning_rate: 9.736038436571022e-05</li> <li>train_batch_size: 8</li> <li>eval_batch_size: 64</li> <li>seed: 6</li> <li>optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08</li> <li>lr_scheduler_type: linear</li> <li>lr_scheduler_warmup_ratio: 0.1</li> <li>num_epochs: 4</li> </ul> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#training-results" 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="training-results"> <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> </a> <span> Training results </span> </h3> <div class="max-w-full overflow-auto"> <table> <thead><tr> <th align="center">Training Loss</th> <th align="center">Epoch</th> <th align="center">Step</th> <th align="center">Validation Loss</th> <th align="center">Accuracy</th> </tr> </thead><tbody><tr> <td align="center">0.6002</td> <td align="center">1.0</td> <td align="center">5617</td> <td align="center">0.5964</td> <td align="center">0.8207</td> </tr> <tr> <td align="center">0.4506</td> <td align="center">2.0</td> <td align="center">11234</td> <td align="center">0.4375</td> <td align="center">0.8788</td> </tr> <tr> <td align="center">0.3138</td> <td align="center">3.0</td> <td align="center">16851</td> <td align="center">0.4400</td> <td align="center">0.8965</td> </tr> <tr> <td align="center">0.189</td> <td align="center">4.0</td> <td align="center">22468</td> <td align="center">0.4446</td> <td align="center">0.9061</td> </tr> </tbody> </table> </div> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#training-hardware" 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="training-hardware"> <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> </a> <span> Training Hardware </span> </h3> <ul> <li><strong>On Cloud</strong>: No</li> <li><strong>GPU Model</strong>: 1 x NVIDIA H100 NVL</li> <li><strong>CPU Model</strong>: AMD EPYC 9V84 96-Core Processor</li> </ul> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#framework-versions" 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="framework-versions"> <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> </a> <span> Framework versions </span> </h3> <ul> <li>Transformers 4.45.2</li> <li>Pytorch 2.4.1+cu121</li> <li>Datasets 2.21.0</li> <li>Tokenizers 0.20.1</li> </ul> <h2 class="relative group flex items-center"> <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"> <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> </a> <span> Citation </span> </h2> <p>If you use this code in your research, please use the following BibTeX entry.</p> <pre><code class="language-BibTeX">@misc{louisbrulenaudet2024, author = {Louis Brulé Naudet}, title = {Lemone-Router: A Series of Fine-Tuned Classification Models for French Taxation}, year = {2024} howpublished = {\url{https://huggingface.co/datasets/louisbrulenaudet/lemone-router-s}}, } </code></pre> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#feedback" 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="feedback"> <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> </a> <span> Feedback </span> </h2> <p>If you have any feedback, please reach out at <a rel="nofollow" href="mailto:louisbrulenaudet@icloud.com">louisbrulenaudet@icloud.com</a>.</p> </div> </div></section> <section class="pt-8 border-gray-100 md:col-span-5 pt-6 md:pb-24 md:pl-6 md:border-l order-first md:order-none"><div class="flex justify-between pb-2"><dl><dt class="-mb-1 text-sm text-gray-500">Downloads last month</dt><dd class="font-semibold">48 </dd></dl> <div class="model-graph h-[40px] w-[200px] flex-none md:w-[150px] lg:w-[200px]"> <svg viewbox="0 0 100 100" width="100%" height="100%" preserveAspectRatio="none" style="overflow: visible;" > <defs> <linearGradient id="fill-gradient" x1="0%" y1="0%" x2="0%" 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du recouvrement, et quelles sont les conditions qui s'imposent aux administrations et organismes chargés du recouvrement ainsi qu'au débiteur qui s'engage à le respecter ?","example_title":"Contrôle et contentieux"},{"text":"Quel régime fiscal est applicable aux opérations de crédit-bail portant sur des fonds de commerce, des fonds artisanaux, ou l'un de leurs éléments incorporels non amortissables, et quelles sont les conditions dans lesquelles les sommes correspondant à la quote-part de loyer ne constituent pas un élément du bénéfice imposable du bailleur et ne sont pas déductibles pour la détermination des résultats imposables du locataire ?","example_title":"Bénéfices professionnels"},{"text":"La succession s'ouvre par le décès dude cujus(code civil, art. 720). 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Dans ce cas le fait générateur se place à la date à partir de laquelle la prise de possession est établie.","example_title":"Patrimoine et enregistrement"},{"text":"Quelles sont les obligations déclaratives que les associés personnes physiques doivent respecter pour bénéficier de la réduction d'impôt accordée au titre des dépenses de restauration immobilière effectuées dans les sites patrimoniaux remarquables et les quartiers relevant de la politique de la ville, et quelles sont les pièces justificatives qui doivent être jointes à leur déclaration des revenus ?","example_title":"Revenus particuliers"}],"safetensors":{"parameters":{"F32":117656840},"total":117656840,"sharded":false},"hasBlockedOids":false},"canWrite":false,"shouldUpdateUrl":true,"includeCredentials":true,"isLoggedIn":false,"callApiOnMount":true}"><div class="mb-2 flex items-center justify-between font-semibold"><div class="flex items-center text-lg">Inference Examples <a target="_blank" href="https://huggingface.co/docs/hub/models-widgets#example-outputs"><svg class="ml-1.5 text-sm text-gray-400 hover:text-black dark:hover:text-gray-200" 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="M17 22v-8h-4v2h2v6h-3v2h8v-2h-3z" fill="currentColor"></path><path d="M16 8a1.5 1.5 0 1 0 1.5 1.5A1.5 1.5 0 0 0 16 8z" fill="currentColor"></path><path d="M16 30a14 14 0 1 1 14-14a14 14 0 0 1-14 14zm0-26a12 12 0 1 0 12 12A12 12 0 0 0 16 4z" fill="currentColor"></path></svg></a></div> </div> <div class="mb-0.5 flex w-full max-w-full flex-wrap items-center text-sm text-gray-500"><div class="mb-1.5 flex items-center gap-4"><a href="/tasks/text-classification" target="_blank" title="Learn more about text-classification"><div class="inline-flex items-center hover:underline"><svg class="mr-1" 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 32 32" style="transform: rotate(360deg);"><circle cx="10" cy="20" r="2" fill="currentColor"></circle><circle cx="10" cy="28" r="2" fill="currentColor"></circle><circle cx="10" cy="14" r="2" fill="currentColor"></circle><circle cx="28" cy="4" r="2" fill="currentColor"></circle><circle cx="22" cy="6" r="2" fill="currentColor"></circle><circle cx="28" cy="10" r="2" fill="currentColor"></circle><circle cx="20" cy="12" r="2" fill="currentColor"></circle><circle cx="28" cy="22" r="2" fill="currentColor"></circle><circle cx="26" cy="28" r="2" fill="currentColor"></circle><circle cx="20" cy="26" r="2" fill="currentColor"></circle><circle cx="22" cy="20" r="2" fill="currentColor"></circle><circle cx="16" cy="4" r="2" fill="currentColor"></circle><circle cx="4" cy="24" r="2" fill="currentColor"></circle><circle cx="4" cy="16" r="2" fill="currentColor"></circle></svg> <span>Text Classification</span></div></a></div> <div class="ml-auto flex gap-2"> </div></div> <div class="mt-2"><div class="text-sm text-gray-400">This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to <a class="underline" href="https://ui.endpoints.huggingface.co/new?repository=louisbrulenaudet%2Flemone-router-s">Inference Endpoints (dedicated)</a> instead.</div> </div></div></div> <div class="divider-column-vertical"></div> <h2 class="mb-3 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none" 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 16 16"><path fill-rule="evenodd" clip-rule="evenodd" d="M3.9 5.34v4.07a3.68 3.68 0 0 0 3.68 3.68h1.99v-1.47H7.58c-1.21 0-2.2-1-2.2-2.21v-1.6c.63.5 1.4.76 2.2.76h1.99V7.1H7.58a2.21 2.21 0 0 1-2.16-1.76H3.9Z" fill="currentColor" fill-opacity=".5"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M2.9 2.36c0-.3.25-.55.55-.55h2.43c.3 0 .55.25.55.55v2.43c0 .3-.24.55-.55.55H3.45a.55.55 0 0 1-.55-.55V2.36Zm6.67 4.23c0-.3.24-.55.55-.55h2.43c.3 0 .55.25.55.55v2.44c0 .3-.25.55-.55.55h-2.43a.55.55 0 0 1-.55-.55V6.59Zm.55 4.07c-.3 0-.55.24-.55.55v2.43c0 .3.24.55.55.55h2.43c.3 0 .55-.25.55-.55v-2.43c0-.3-.25-.55-.55-.55h-2.43Z" fill="currentColor" fill-opacity=".85"></path></svg> Model tree for <span class="ml-1 truncate font-mono text-[0.86rem] font-medium">louisbrulenaudet/lemone-router-s</span> <a href="/docs/hub/model-cards#specifying-a-base-model" target="_blank" class="ml-1 translate-y-px self-center text-xs text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 max-xl:hidden"><svg class="" 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="M17 22v-8h-4v2h2v6h-3v2h8v-2h-3z" fill="currentColor"></path><path d="M16 8a1.5 1.5 0 1 0 1.5 1.5A1.5 1.5 0 0 0 16 8z" fill="currentColor"></path><path d="M16 30a14 14 0 1 1 14-14a14 14 0 0 1-14 14zm0-26a12 12 0 1 0 12 12A12 12 0 0 0 16 4z" fill="currentColor"></path></svg></a></h2> <div class="flex flex-col space-y-0 whitespace-nowrap pl-1 text-smd text-gray-800"><div class="flex h-[28px] w-full items-center justify-between"><p class="font-semibold">Base model</p> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a href="/intfloat/multilingual-e5-base" class="truncate font-mono text-xs underline decoration-gray-300 hover:decoration-gray-600 dark:decoration-gray-500 dark:hover:decoration-gray-200">intfloat/multilingual-e5-base</a> </div><div class="mb-1.5 flex h-[28px] items-center justify-between" style="padding-left: 0px"><div class="relative h-[28px] w-[19px] flex-none"><svg width="15" height="28" class="text-gray-300 dark:text-gray-700" viewBox="0 0 15 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.967742 0C0.967742 7.67991 7.21819 13.9655 15 13.9655V15C6.74768 15 0 8.3173 0 0H0.967742Z" fill="currentColor"></path></svg></div> <div class="mr-auto flex items-center font-semibold"><svg class="mr-1 inline self-center flex-none 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" preserveAspectRatio="xMidYMid meet" viewBox="0 0 17 17"><path opacity="0.25" d="M12.1072 5.27442L7.39274 8.00113L2.67828 5.27442C2.77506 5.10687 2.9131 4.96686 3.07927 4.86771L6.8199 2.70811C7.17506 2.50762 7.61042 2.50762 7.96558 2.70811L11.7062 4.86771C11.8723 4.96681 12.0104 5.10715 12.1072 5.27442Z" fill="currentColor"></path><path opacity="0.5" d="M7.3928 8.00112V13.4431C7.21219 13.4428 7.03398 13.4017 6.87152 13.3228L3.09652 11.1403C2.92264 11.0397 2.77822 10.8952 2.6777 10.7213C2.57717 10.5474 2.52406 10.3501 2.52368 10.1493V5.85298C2.52463 5.65003 2.5779 5.45076 2.67835 5.27441L7.3928 8.00112Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M12.2621 7.17681V5.85298C12.261 5.6502 12.2077 5.45085 12.1075 5.27441L7.39301 8.00112V13.4431C7.56715 13.4419 7.73957 13.403 7.8971 13.3285L9.44011 12.4381C9.39138 12.3915 9.34927 12.338 9.31521 12.2791C9.25238 12.1704 9.21919 12.0471 9.21895 11.9215V9.23635C9.21955 9.10957 9.25281 8.98509 9.31553 8.87491L9.31524 8.87474C9.37573 8.77002 9.462 8.68251 9.56586 8.62054L11.9037 7.27079C12.0148 7.20808 12.1385 7.17675 12.2621 7.17681Z" fill="currentColor"></path><path opacity="0.25" d="M15.2083 8.87475L12.2617 10.5789L9.31519 8.87475C9.37567 8.77002 9.46195 8.68252 9.5658 8.62055L11.9037 7.2708C12.1257 7.14549 12.3978 7.14549 12.6197 7.2708L14.9576 8.62055C15.0615 8.68249 15.1477 8.7702 15.2083 8.87475Z" fill="currentColor"></path><path opacity="0.5" d="M12.2621 10.5789V13.9801C12.1492 13.9799 12.0378 13.9542 11.9363 13.9049L9.5769 12.5409C9.46822 12.478 9.37796 12.3877 9.31513 12.279C9.2523 12.1703 9.21911 12.047 9.21887 11.9215V9.2363C9.21946 9.10946 9.25276 8.98491 9.31554 8.87469L12.2621 10.5789Z" fill="currentColor"></path><path d="M15.3052 9.2363V11.9215C15.305 12.047 15.2718 12.1703 15.209 12.279C15.1461 12.3877 15.0559 12.478 14.9472 12.5409L12.5771 13.9085C12.4786 13.9551 12.3709 13.9794 12.262 13.9801V10.5789L15.2086 8.87469C15.2712 8.98497 15.3045 9.10956 15.3052 9.2363Z" fill="currentColor"></path></svg> Finetuned</div> <span class="ml-1 text-gray-600 dark:text-gray-400">(<a href="/models?other=base_model:finetune:intfloat/multilingual-e5-base" class="underline decoration-gray-300 hover:text-gray-900 hover:decoration-gray-600 dark:text-gray-300 dark:decoration-gray-500 dark:hover:text-gray-100 dark:hover:decoration-gray-200">29</a>) </span> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <div class="flex items-center justify-center rounded-full bg-blue-500/10 px-2 text-blue-600 dark:text-blue-500" title="louisbrulenaudet/lemone-router-s">this model </div> </div> </div> <div class="divider-column-vertical"></div> <h2 class="mb-5 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none text-gray-400" 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> Datasets used to train <span class="ml-1 truncate font-mono text-[0.86rem] font-medium">louisbrulenaudet/lemone-router-s</span></h2> <nav class="flex flex-col space-y-3 pb-1.5"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/louisbrulenaudet/code-impots-annexe-iii"><div class="w-full truncate"><header class="flex items-center mb-1" title="louisbrulenaudet/code-impots-annexe-iii"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" 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> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-sm">louisbrulenaudet/code-impots-annexe-iii</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" 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="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-11-27T05:55:29" title="Wed, 27 Nov 2024 05:55:29 GMT">about 14 hours ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>1.15k</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 153 </div></div> </a></article><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/louisbrulenaudet/code-impots-annexe-ii"><div class="w-full truncate"><header class="flex items-center mb-1" title="louisbrulenaudet/code-impots-annexe-ii"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" 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> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-sm">louisbrulenaudet/code-impots-annexe-ii</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" 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="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-11-27T05:55:27" title="Wed, 27 Nov 2024 05:55:27 GMT">about 14 hours ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none text-gray-400 mr-1 w-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.84 2.7H2.16a.3.3 0 0 0-.3.3v1.421h8.28V3a.3.3 0 0 0-.3-.3ZM1.86 6.879V5.12h8.28V6.88H1.86Zm0 .7V9a.3.3 0 0 0 .3.3h7.68a.3.3 0 0 0 .3-.3V7.579H1.86ZM2.16 2a1 1 0 0 0-1 1v6a1 1 0 0 0 1 1h7.68a1 1 0 0 0 1-1V3a1 1 0 0 0-1-1H2.16Z"></path></svg> <span>687</span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" 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" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 138 </div></div> </a></article><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/datasets/louisbrulenaudet/bofip"><div class="w-full truncate"><header class="flex items-center mb-1" title="louisbrulenaudet/bofip"><svg class="mr-1 text-gray-400 group/repo-hover:text-red-500 flex-none -ml-0.5" 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> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-red-600 text-sm">louisbrulenaudet/bofip</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><svg class="flex-none w-3 text-gray-400 mr-1" 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="currentColor" d="M2.5 2h7a1 1 0 0 1 1 1v6a1 1 0 0 1-1 1h-7a1 1 0 0 1-1-1V3a1 1 0 0 1 1-1Zm0 2v2h3V4h-3Zm4 0v2h3V4h-3Zm-4 3v2h3V7h-3Zm4 0v2h3V7h-3Z"></path></svg> Viewer <span 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class="divider-column-vertical"></div> <h2 class="mb-5 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none" width="1em" height="1em" aria-hidden="true" focusable="false" role="img" viewBox="0 0 12 13" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><rect x="2" y="2.49902" width="8" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.4"></rect><rect x="6.21875" y="6.7334" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.7"></rect><rect x="2" y="6.73438" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.5"></rect></svg> Collection including <span class="ml-1 truncate font-mono text-[0.86rem] font-medium">louisbrulenaudet/lemone-router-s</span></h2> <div class="flex flex-col gap-3"> <div class="flex flex-col"><article class="overview-card-wrapper group/collection relative !rounded-md !from-white !to-white dark:!from-gray-900 dark:!to-gray-900 peer"><a href="/collections/louisbrulenaudet/lemone-router-671cce21d6410f3570514762" class="block p-2"><header class="mb-0.5 flex items-center" title="Lemone-router"><h4 class="text-md truncate text-smd font-semibold group-hover/collection:underline">Lemone-router</h4> <div class="ml-2 flex items-center rounded sm:ml-2.5 bg-purple-500/10 py-0.5 pl-1 pr-1.5 text-xs leading-none text-gray-700"><svg class="mr-0.5 flex-none text-purple-700" width="1em" height="1em" aria-hidden="true" focusable="false" role="img" viewBox="0 0 12 13" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><rect x="2" y="2.49902" width="8" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.4"></rect><rect x="6.21875" y="6.7334" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.7"></rect><rect x="2" y="6.73438" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.5"></rect></svg> Collection </div></header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><span class="max-w-64 truncate">Lemone-Router: A Series of Fine-Tuned Classification Models for French Taxation</span> <span class="px-1.5 text-gray-300">• </span> <span>3 items</span> <span class="px-1.5 text-gray-300">• </span> <span class="truncate">Updated <time datetime="2024-10-30T07:49:27" title="2024-10-30T07:49:27.335Z">29 days ago</time></span> <span class="px-1.5 text-gray-300">•</span> <svg class="flex-none w-3 mr-1 text-gray-400" 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" fill="transparent"><path d="M9.30013 9.29152H9.3H2.7H2.69987C2.62308 9.29154 2.54762 9.27146 2.481 9.23328C2.41437 9.1951 2.3589 9.14015 2.32009 9.07389C2.28128 9.00763 2.26048 8.93237 2.25977 8.85558C2.25907 8.7798 2.27796 8.70513 2.31458 8.63882L5.62238 2.9426L5.67518 2.85168C5.7059 2.81806 5.74178 2.78928 5.78164 2.76649C5.84813 2.72848 5.9234 2.70848 6 2.70848C6.0766 2.70848 6.15187 2.72848 6.21836 2.76649C6.28441 2.80425 6.33953 2.85848 6.37836 2.92389L9.68527 8.63855C9.72199 8.70493 9.74093 8.7797 9.74023 8.85558C9.73952 8.93237 9.71872 9.00763 9.67991 9.07389C9.6411 9.14015 9.58563 9.1951 9.519 9.23328C9.45238 9.27146 9.37692 9.29154 9.30013 9.29152Z" stroke="currentColor"></path></svg> 1</div></a></article> <div class="overview-card-wrapper -z-1 !rounded-md !bg-gradient-to-t -mt-[1.60rem] h-8 scale-x-[98%] !from-gray-50 !to-gray-50 !shadow-none transition-transform peer-hover:-translate-y-[2px] peer-hover:from-gray-100/80 dark:!from-gray-925 dark:!to-gray-925 dark:peer-hover:from-black"></div></div></div> <div class="SVELTE_HYDRATER contents" data-target="ModelEvalResults" 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