{
 "famille": "Décider sur une image",
 "url": "https://quelleia.com/modeles-de-decision/image/",
 "dossier": "https://quelleia.com/modeles-de-decision/",
 "edition": "2026-W44",
 "releve": "2026-10-26",
 "methode": "decision-1",
 "avertissement": "Tableaux repris tels que les bancs les publient : rang et score de la source, aucun score combiné, aucun score de QUELLE IA. Chaque tableau porte la mention de sa source, son lien et la date du relevé (accords du 17 octobre 2026). Une ligne rattachée à une fiche du dossier porte son adresse dans « fiche ».",
 "limites": [
  "Ces bancs notent la justesse d'une décision prise en regardant une image. Ils ne disent rien de la qualité d'une image créée par une IA : pour cela, voir les classements d'images.",
  "Image JevBench et la piste vision du Jev Decision Index n'emploient ni les mêmes images ni les mêmes questions : leurs rangs ne se comparent pas.",
  "Image JevBench ne publie pas de fichier de données à jour : QUELLE IA lit sa page, version par version."
 ],
 "tableaux": [
  {
   "id": "image-jevbench",
   "nom": "Image JevBench",
   "famille": "image",
   "unite": "Capacité",
   "mesure": "score de capacité de 0 à 100, moyenne de l'exactitude corrigée du hasard et de la calibration, sur des décisions prises en regardant une image (classer, compter, modérer, lire un document) ; seuls les systèmes qui coûtent et répondent au plus deux fois plus que la référence du banc reçoivent un rang",
   "page": "https://quelleia.com/modeles-de-decision/image/#image-jevbench",
   "source": {
    "cle": "image_jevbench",
    "banc": "Image JevBench",
    "auteur": "Benchmark Heaven",
    "mention": "Source : Image JevBench, Benchmark Heaven",
    "url": "https://benchmarkheaven.com/image-jev-bench",
    "methode": "https://benchmarkheaven.com/image-jev-bench",
    "accord": "2026-10-17",
    "releve": "2026-10-26",
    "version": "v0.3.0",
    "date_source": "2026-10-22",
    "edition_releve": "2026-W44",
    "repris": false
   },
   "compte": {
    "systemes": 65,
    "classes": 54
   },
   "colonnes": [
    {
     "id": "exactitude",
     "nom": "Exactitude",
     "format": "score"
    },
    {
     "id": "calibration",
     "nom": "Calibration",
     "format": "score"
    },
    {
     "id": "dollars_1000",
     "nom": "$ les 1 000 décisions",
     "format": "dollars"
    },
    {
     "id": "latence_s",
     "nom": "Latence médiane",
     "format": "secondes"
    }
   ],
   "lignes": [
    {
     "cle": "h2o_lightning_31b_image",
     "nom": "H2O-Lightning-31B",
     "auteur": "H2O.ai",
     "url": "https://huggingface.co/h2oai/h2o-lightning-31b/tree/ca6e6f6e8e08e2d21c8c9f45261e05444626647a",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 1,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 80.8751,
     "raison": null,
     "details": {
      "calibration": 86.1453,
      "composite": 51.2238,
      "dollars_1000": 0.07527,
      "exactitude": 75.605,
      "latence_s": 0.5877,
      "licence": "H2O Model Non-Commercial Licence v1.1",
      "prix_nature": "measured",
      "rang_composite": 5
     },
     "fiche": null
    },
    {
     "cle": "kettei_fat",
     "nom": "kettei-fat",
     "auteur": "Sqwish",
     "url": "https://docs.sqwish.ai/guides/images",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 2,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 75.8948,
     "raison": null,
     "details": {
      "calibration": 84.4465,
      "composite": 75.3846,
      "dollars_1000": 0.01093,
      "exactitude": 67.343,
      "latence_s": 0.4181,
      "licence": "proprietary API",
      "prix_nature": "announced",
      "rang_composite": 1
     },
     "fiche": null
    },
    {
     "cle": "sage_1_4_images",
     "nom": "Sage 1.4 + images, beta",
     "auteur": "Levanto Labs",
     "url": "https://docs.levanto.ai/decision-model/images",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 3,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 75.7926,
     "raison": null,
     "details": {
      "calibration": 83.4522,
      "composite": 47.9064,
      "dollars_1000": 0.07852,
      "exactitude": 68.1329,
      "latence_s": 0.5645,
      "licence": "proprietary API",
      "prix_nature": "announced",
      "rang_composite": 6
     },
     "fiche": null
    },
    {
     "cle": "drex_max",
     "nom": "Drex Max",
     "auteur": "Nace AI",
     "url": "https://drex.nace.ai/docs/drex/guides/drex-max",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 4,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 72.4712,
     "raison": null,
     "details": {
      "calibration": 77.9795,
      "composite": 44.6453,
      "dollars_1000": 0.08366,
      "exactitude": 66.963,
      "latence_s": 0.8506,
      "licence": "proprietary API",
      "prix_nature": "announced",
      "rang_composite": 7
     },
     "fiche": null
    },
    {
     "cle": "jev_1_13_images",
     "nom": "Jev 1.13.0 + images, preview",
     "auteur": "TypeSafe",
     "url": "https://docs.typesafe.ai/images",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 5,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 72.4394,
     "raison": null,
     "details": {
      "calibration": 84.9665,
      "composite": 26.4291,
      "dollars_1000": 0.15919,
      "exactitude": 59.9123,
      "latence_s": 0.3776,
      "licence": "proprietary API",
      "prix_nature": "announced",
      "rang_composite": 21
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#jev"
    },
    {
     "cle": "kushal_gemma4_31b_it_autoloops",
     "nom": "Autoloops, Gemma 4 31B IT",
     "auteur": null,
     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 6,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 68.3472,
     "raison": null,
     "details": {
      "calibration": 87.0023,
      "composite": 41.3743,
      "dollars_1000": 0.0834,
      "exactitude": 49.6922,
      "latence_s": 1.185,
      "licence": "proprietary API",
      "prix_nature": "measured",
      "rang_composite": 9
     },
     "fiche": null
    },
    {
     "cle": "imajev_4b",
     "nom": "Imajev-4B",
     "auteur": null,
     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 7,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 68.0082,
     "raison": null,
     "details": {
      "calibration": 86.1042,
      "composite": 63.7142,
      "dollars_1000": 0.03756,
      "exactitude": 49.9121,
      "latence_s": 0.3701,
      "licence": "not reported",
      "prix_nature": "measured",
      "rang_composite": 3
     },
     "fiche": null
    },
    {
     "cle": "imajev_9b",
     "nom": "imajev 9B",
     "auteur": "mohit67890",
     "url": "https://huggingface.co/mohit67890/imajev-9b",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 8,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 67.0708,
     "raison": null,
     "details": {
      "calibration": 85.8094,
      "composite": 34.5237,
      "dollars_1000": 0.08872,
      "exactitude": 48.3323,
      "latence_s": 0.6688,
      "licence": "not reported",
      "prix_nature": "measured",
      "rang_composite": 12
     },
     "fiche": null
    },
    {
     "cle": "kettei_chub",
     "nom": "kettei-chub",
     "auteur": "Sqwish",
     "url": "https://docs.sqwish.ai/guides/images",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 9,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 66.5019,
     "raison": null,
     "details": {
      "calibration": 85.1922,
      "composite": 63.342,
      "dollars_1000": 0.00729,
      "exactitude": 47.8117,
      "latence_s": 0.3074,
      "licence": "proprietary API",
      "prix_nature": "announced",
      "rang_composite": 4
     },
     "fiche": null
    },
    {
     "cle": "surogate_rune_26b_v3",
     "nom": "Surogate Rune 26B-A4B v3",
     "auteur": "surogate",
     "url": "https://huggingface.co/surogate/rune-26b-a4b-GGUF",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 10,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 64.8073,
     "raison": null,
     "details": {
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      "composite": 42.4566,
      "dollars_1000": 0.05809,
      "exactitude": 44.8023,
      "latence_s": 0.4929,
      "licence": "not reported",
      "prix_nature": "measured",
      "rang_composite": 8
     },
     "fiche": null
    },
    {
     "cle": "gpt6_luna_decisions",
     "nom": "GPT-6 Luna via OpenAI Decisions",
     "auteur": "OpenAI",
     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 11,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 62.8686,
     "raison": null,
     "details": {
      "calibration": 80.7355,
      "composite": 17.3054,
      "dollars_1000": 0.18146,
      "exactitude": 45.0017,
      "latence_s": 0.4053,
      "licence": "proprietary API",
      "prix_nature": "measured",
      "rang_composite": 27
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#openai-decisions"
    },
    {
     "cle": "autojev_27b",
     "nom": "AutoJev-27B",
     "auteur": "denis-pplx",
     "url": "https://huggingface.co/denis-pplx/autojev-27b",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 12,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 62.1481,
     "raison": null,
     "details": {
      "calibration": 86.739,
      "composite": 29.3387,
      "dollars_1000": 0.05441,
      "exactitude": 37.5571,
      "latence_s": 0.4837,
      "licence": "not reported",
      "prix_nature": "measured",
      "rang_composite": 19
     },
     "fiche": null
    },
    {
     "cle": "basal_omni_1_0_ultra",
     "nom": "basal-omni-1.0-ultra",
     "auteur": "Remek Kinas",
     "url": "https://huggingface.co/Remek/basal-omni-1.0-ultra",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 13,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 60.5538,
     "raison": null,
     "details": {
      "calibration": 69.6379,
      "composite": 40.9083,
      "dollars_1000": 0.08465,
      "exactitude": 51.4697,
      "latence_s": 0.6298,
      "licence": "Apache-2.0",
      "prix_nature": "measured",
      "rang_composite": 10
     },
     "fiche": null
    },
    {
     "cle": "h2o_lightning_4b_image",
     "nom": "H2O-Lightning-4B",
     "auteur": "H2O.ai",
     "url": "https://huggingface.co/h2oai/h2o-lightning-4b/tree/image",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 14,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 60.431,
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     "details": {
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      "dollars_1000": 0.07821,
      "exactitude": 44.9052,
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      "licence": "Apache-2.0",
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      "rang_composite": 13
     },
     "fiche": null
    },
    {
     "cle": "jev_1_14_images",
     "nom": "Jev 1.14.0 + images, preview",
     "auteur": "TypeSafe",
     "url": "https://docs.typesafe.ai/images",
     "statut": "classe",
     "statut_texte": "classé",
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     "details": {
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      "rang_composite": 23
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#jev"
    },
    {
     "cle": "jevify_gemma4_26b_a4b",
     "nom": "Jevify Gemma 4 26B-A4B",
     "auteur": "kushalpatil",
     "url": "https://huggingface.co/kushalpatil/jevify-gemma4-26b-a4b",
     "statut": "classe",
     "statut_texte": "classé",
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      "prix_nature": "measured",
      "rang_composite": 18
     },
     "fiche": null
    },
    {
     "cle": "jpt_9b",
     "nom": "JPT-9B",
     "auteur": "kirp",
     "url": "https://huggingface.co/kirp/jpt-9b",
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     "statut_texte": "classé",
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      "dollars_1000": 0.0827,
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     },
     "fiche": null
    },
    {
     "cle": "celeris_1_decision",
     "nom": "Celeris-1 Decision",
     "auteur": "Celeris",
     "url": "https://docs.celeris.ai/decisions.md",
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     },
     "fiche": null
    },
    {
     "cle": "clef",
     "nom": "Clef",
     "auteur": null,
     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
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     "valeur": 58.0781,
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      "rang_composite": 26
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#clef"
    },
    {
     "cle": "neohorse_jev_4b",
     "nom": "NeoHorse Jev 4B",
     "auteur": "TokenRhythm",
     "url": "https://huggingface.co/TokenRhythm/NeoHorse-Jev-4B",
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      "exactitude": 36.8258,
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      "rang_composite": 17
     },
     "fiche": null
    },
    {
     "cle": "visual_jev_generic_baseline",
     "nom": "Visual-Jev generic",
     "auteur": "Qwen",
     "url": "https://huggingface.co/Qwen/Qwen3.5-4B",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 21,
     "groupe": null,
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      "licence": "not reported",
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     },
     "fiche": null
    },
    {
     "cle": "vjev_vision",
     "nom": "vjev-vision",
     "auteur": "yah01",
     "url": "https://huggingface.co/yah01/vjev-vision",
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     "statut_texte": "classé",
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     },
     "fiche": null
    },
    {
     "cle": "jpt_4b",
     "nom": "JPT-4B",
     "auteur": "kirp",
     "url": "https://huggingface.co/kirp/jpt-4b",
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      "licence": "not reported",
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     },
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    },
    {
     "cle": "jev_omni",
     "nom": "Jev-Omni",
     "auteur": null,
     "url": null,
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      "latence_s": 0.3248,
      "licence": "not reported",
      "prix_nature": "measured",
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     },
     "fiche": null
    },
    {
     "cle": "reflex_4b",
     "nom": "Reflex 4B",
     "auteur": null,
     "url": null,
     "statut": "classe",
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     "groupe": null,
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      "dollars_1000": 0.05235,
      "exactitude": 27.366,
      "latence_s": 0.4832,
      "licence": "not reported",
      "prix_nature": "measured",
      "rang_composite": 32
     },
     "fiche": null
    },
    {
     "cle": "clef_flash",
     "nom": "Clef-Flash",
     "auteur": null,
     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
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     "groupe": null,
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     "raison": null,
     "details": {
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      "composite": 20.4133,
      "dollars_1000": 0.08436,
      "exactitude": 37.2832,
      "latence_s": 0.6181,
      "licence": "not reported",
      "prix_nature": "measured",
      "rang_composite": 25
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#clef"
    },
    {
     "cle": "image_hopper",
     "nom": "Image Hopper",
     "auteur": null,
     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 27,
     "groupe": null,
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     "valeur": 51.6821,
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     "details": {
      "calibration": 70.8711,
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    {
     "cle": "wity_1_off",
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     "cle": "standard_one_8b",
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     "cle": "standard_one_3b",
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     "cle": "gemini38_flash",
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     "url": null,
     "statut": "hors_classement",
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    {
     "cle": "openjev_4b_nli",
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     "url": null,
     "statut": "hors_classement",
     "statut_texte": "hors classement",
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   "id": "decision-index-vision",
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     "id": "public",
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    {
     "id": "prive",
     "nom": "Tests privés",
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    {
     "id": "ece",
     "nom": "Erreur de calibration",
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    {
     "cle": "vllm-sr-d3-turbo-v11",
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    {
     "cle": "amos-1-large",
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     "url": "https://huggingface.co/mukaddamzaid/amos-1-large",
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     "fiche": null
    },
    {
     "cle": "autotrust-jev-27b-v11",
     "nom": "AutoTrust-JEV-27B v1.1",
     "auteur": "AutoTrust AI Lab",
     "url": "https://huggingface.co/autotrust/AutoTrust-JEV-27B-v1.1",
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      "public": 74.44,
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     },
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    },
    {
     "cle": "pplx-decider-v1.2",
     "nom": "Perplexity Decider v1.2 (27B)",
     "auteur": "Perplexity",
     "url": "https://huggingface.co/perplexity-ai/pplx-decider-v1.2",
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     "fiche": "https://quelleia.com/modeles-de-decision/#pplx-decider"
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    {
     "cle": "startlux-decision-v1.1-27b-instant",
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    {
     "cle": "glide-v1.2",
     "nom": "Fastino GLiDE 1.2",
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     "statut_texte": "classé",
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      "reserve": "Public vision benchmarks run by the lab; there is no submitted vision run."
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    },
    {
     "cle": "visionjev-1.0.0",
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     "url": "https://huggingface.co/taoszhang/VisionJEV",
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      "public": 76.77,
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    {
     "cle": "vllm-sr-d3-v310",
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    {
     "cle": "drex-max-v1",
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      "parametres": 26085330160,
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      "public": 74.09,
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    {
     "cle": "h2o-lightning-31b",
     "nom": "H2O Lightning 31B",
     "auteur": "H2O.ai",
     "url": "https://huggingface.co/h2oai/h2o-lightning-31b",
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      "reserve": "Takes at most 4 images per question; larger questions count as failures."
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     "fiche": null
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    {
     "cle": "aleria-judge-1.1.0",
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      "public": 73.4,
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    },
    {
     "cle": "herbert-v0.5",
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     "url": "https://huggingface.co/leinenterprises/Herbert_v0.5",
     "statut": "classe",
     "statut_texte": "classé",
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     "valeur": 69.96,
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     "details": {
      "ece": 0.04,
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     "fiche": null
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    {
     "cle": "jev-27b-vl",
     "nom": "JEV-27B-VL",
     "auteur": "AutoTrust AI Lab",
     "url": "https://huggingface.co/autotrust/JEV-27B-VL",
     "statut": "classe",
     "statut_texte": "classé",
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     "valeur": 69.6,
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      "parametres": 27800000000,
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      "reserve": "Ran through the author's own server (vLLM + POST /v1/decide, System 1 only) with the context cap lifted to 256K; its base was read through a different (head-free autojev) path."
     },
     "fiche": null
    },
    {
     "cle": "onejev1.5-27b",
     "nom": "OneJev1.5-27B",
     "auteur": "OmniJev",
     "url": "https://huggingface.co/OmniJev/OneJev1.5-27B",
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     "statut_texte": "classé",
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     "valeur": 68.9,
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     "details": {
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      "prive": 62.15,
      "public": 75.65,
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     "fiche": null
    },
    {
     "cle": "jev-vision-27b-r2",
     "nom": "jev-vision-27b",
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     "url": "https://huggingface.co/e12ex2/jev-vision-27b",
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     "statut_texte": "classé",
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     "groupe": null,
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     "valeur": 68.7,
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     "details": {
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      "ms_par_ligne": 255.8,
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      "prive": 64.32,
      "public": 73.07,
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     "fiche": null
    },
    {
     "cle": "knowline-35b-a3b-gen1",
     "nom": "KnowLine 35B-A3B Gen1",
     "auteur": "PelaAI",
     "url": "https://huggingface.co/PelaAI/KnowLine-35B-A3B-Gen1",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 17,
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     "valeur": 68.11,
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     "details": {
      "ece": 0.0105,
      "ms_par_ligne": 158.7,
      "parametres": 35951822704,
      "prive": 63.59,
      "public": 72.64,
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     },
     "fiche": null
    },
    {
     "cle": "vllm-sr-d3-flash",
     "nom": "vLLM-SR d3-flash (9B)",
     "auteur": "vLLM Semantic Router",
     "url": "https://huggingface.co/vllm-sr/d3-flash",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 18,
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     "valeur": 66.89,
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     "details": {
      "ece": 0.0235,
      "ms_par_ligne": 150,
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      "prive": 63.91,
      "public": 69.87,
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     "fiche": null
    },
    {
     "cle": "solomon-v11-bf16-encoding",
     "nom": "Solomon v1.1 (27B)",
     "auteur": "Doccy Health",
     "url": "https://huggingface.co/DoccyHealth/Solomon",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 19,
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     "ex_aequo": false,
     "valeur": 66.83,
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     "details": {
      "ece": 0.0748,
      "ms_par_ligne": 561.6,
      "parametres": 27781427952,
      "prive": 63.79,
      "public": 69.88,
      "reserve": "Answers up to 8 options: MMMU-Pro rows with more options count as failures."
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     "fiche": null
    },
    {
     "cle": "pplx-decider-flash-v1.2",
     "nom": "Perplexity Decider Flash v1.2 (4B)",
     "auteur": "Perplexity",
     "url": "https://huggingface.co/perplexity-ai/pplx-decider-flash-v1.2",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 20,
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     "valeur": 66.02,
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     "details": {
      "ece": 0.0171,
      "ms_par_ligne": 173.9,
      "parametres": 4539265536,
      "prive": 59.48,
      "public": 72.55,
      "reserve": "Ran through the checkpoint's own pplx_decider engine (the submitted text adapter), which accepts images."
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#pplx-decider"
    },
    {
     "cle": "span-02",
     "nom": "span-02 (Gemma 4 26B-A4B)",
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     "url": "https://huggingface.co/lihe07/span-02",
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     "cle": "xor-1.2",
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     "url": "https://huggingface.co/juspay/xor",
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     "rang": 22,
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     "details": {
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    },
    {
     "cle": "rsi-jev-v6.1-vl-27b-auto",
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     "url": "https://huggingface.co/shgao/rsi-jev-v6.1-vl-27b",
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     "valeur": 64.01,
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     "details": {
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      "ms_par_ligne": 200.4,
      "parametres": 27781427952,
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    {
     "cle": "jev-d3-46k",
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     "url": "https://huggingface.co/tinnel123/jev-d3-46k",
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     "rang": 24,
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     "ex_aequo": false,
     "valeur": 63.6,
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     "details": {
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      "prive": 59.08,
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     "fiche": null
    },
    {
     "cle": "onejev1.5-9b",
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     "auteur": "OmniJev",
     "url": "https://huggingface.co/OmniJev/OneJev1.5-9B",
     "statut": "classe",
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     "rang": 25,
     "groupe": null,
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     "valeur": 63.38,
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     "details": {
      "ece": 0.0187,
      "ms_par_ligne": 202.7,
      "parametres": 9409813744,
      "prive": 54.95,
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     },
     "fiche": null
    },
    {
     "cle": "vllm-sr-d3-mini",
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     "auteur": "vLLM Semantic Router",
     "url": "https://huggingface.co/vllm-sr/d3-mini",
     "statut": "classe",
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     "rang": 26,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 63.16,
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     "details": {
      "ece": 0.0279,
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      "public": 67.67,
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     "fiche": null
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    {
     "cle": "matilda-jev-v1.5",
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     "url": null,
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 27,
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     "ex_aequo": false,
     "valeur": 62.05,
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     "details": {
      "ece": 0.0714,
      "ms_par_ligne": 137.8,
      "parametres": null,
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     },
     "fiche": null
    },
    {
     "cle": "jpt-9b",
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     "url": "https://huggingface.co/kirp/jpt-9b",
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     "statut_texte": "classé",
     "rang": 28,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 61.71,
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     "details": {
      "ece": 0.0741,
      "ms_par_ligne": 300.8,
      "parametres": 9653104368,
      "prive": 58.04,
      "public": 65.39,
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    },
    {
     "cle": "clef-omni",
     "nom": "Cloudflare clef-omni (30B-A3B)",
     "auteur": "Cloudflare",
     "url": "https://huggingface.co/Cloudflare/clef-omni",
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     "statut_texte": "classé",
     "rang": 29,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 59.54,
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     "details": {
      "ece": 0.0422,
      "ms_par_ligne": 281.2,
      "parametres": 31830000000,
      "prive": 55.4,
      "public": 63.68,
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     },
     "fiche": "https://quelleia.com/modeles-de-decision/#clef"
    },
    {
     "cle": "jpt-4b",
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     "url": "https://huggingface.co/kirp/jpt-4b",
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     "rang": 30,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 59.03,
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     "details": {
      "ece": 0.0572,
      "ms_par_ligne": 177.9,
      "parametres": 4659865088,
      "prive": 53.44,
      "public": 64.62,
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    {
     "cle": "winnow-12b-q8",
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     "url": "https://huggingface.co/EldanRing/Winnow-12B",
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     "rang": 31,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 58.75,
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     "details": {
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      "ms_par_ligne": 567.5,
      "parametres": 11959730224,
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     "fiche": "https://quelleia.com/modeles-de-decision/#winnow-12b"
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    {
     "cle": "rune-26b-a4b-v3",
     "nom": "Surogate Rune 26B-A4B v3",
     "auteur": "Surogate",
     "url": "https://huggingface.co/surogate/rune-26b-a4b-GGUF",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 32,
     "groupe": null,
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     "valeur": 58.63,
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    {
     "cle": "sieve-vision-4b",
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     "url": "https://huggingface.co/sthanika-ai/Sieve-Vision-4B",
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     "rang": 33,
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     "valeur": 58.6,
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     "details": {
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    {
     "cle": "xor-26b-a4b-v1.1",
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     "url": null,
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     "ex_aequo": false,
     "valeur": 58,
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     "details": {
      "ece": 0.0833,
      "ms_par_ligne": 135,
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      "prive": 50.93,
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     "fiche": null
    },
    {
     "cle": "rsi-jev-v6.1-vl-4b",
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     "url": "https://huggingface.co/shgao/rsi-jev-v6.1-vl-4b",
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     "statut_texte": "classé",
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     "ex_aequo": false,
     "valeur": 57.42,
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     "details": {
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      "ms_par_ligne": 86,
      "parametres": 4660000000,
      "prive": 51.83,
      "public": 63.01,
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     "fiche": null
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    {
     "cle": "rsi-jev-v5.0-vl-3b",
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     "url": "https://huggingface.co/shgao/rsi-jev-v5.0-vl-3b",
     "statut": "classe",
     "statut_texte": "classé",
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     "ex_aequo": false,
     "valeur": 57.34,
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     "details": {
      "ece": 0.0226,
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      "parametres": 4660000000,
      "prive": 52.1,
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    {
     "cle": "aplomb-1",
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     "auteur": "EmpirioLabs AI",
     "url": "https://huggingface.co/empiriolabsai/aplomb-1",
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     "statut_texte": "classé",
     "rang": 37,
     "groupe": null,
     "ex_aequo": false,
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     "details": {
      "ece": 0.0487,
      "ms_par_ligne": 130.4,
      "parametres": 5295891968,
      "prive": 50.8,
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     "fiche": null
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    {
     "cle": "intern-decision-4b",
     "nom": "Intern-Decision-4B",
     "auteur": "Intern Large Models",
     "url": "https://huggingface.co/internlm/Intern-Decision-4B",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 38,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 56.49,
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     "details": {
      "ece": 0.0137,
      "ms_par_ligne": 142.4,
      "parametres": 4659865088,
      "prive": 51.29,
      "public": 61.69,
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     "fiche": "https://quelleia.com/modeles-de-decision/#intern-decision"
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    {
     "cle": "jev-omni",
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     "url": "https://huggingface.co/akhilaaa3/Jev-Omni",
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     "statut_texte": "classé",
     "rang": 39,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 56.08,
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     "details": {
      "ece": 0.0853,
      "ms_par_ligne": 269.2,
      "parametres": 11959730224,
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    {
     "cle": "qev-2b",
     "nom": "QEV-2B",
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     "url": "https://huggingface.co/ken-jo/QEV-2B",
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     "ex_aequo": false,
     "valeur": 55.93,
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     "details": {
      "ece": 0.0805,
      "ms_par_ligne": 120.5,
      "parametres": 2213241664,
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     "fiche": null
    },
    {
     "cle": "vllm-sr-d3-nano",
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     "ex_aequo": false,
     "valeur": 54.67,
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     "details": {
      "ece": 0.0733,
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    {
     "cle": "shisa-de-2-repeat",
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     "auteur": "Shisa.AI",
     "url": "https://huggingface.co/shisa-ai/shisa-de-2",
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     "statut_texte": "classé",
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     "groupe": null,
     "ex_aequo": false,
     "valeur": 52.85,
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     "details": {
      "ece": 0.1493,
      "ms_par_ligne": 83.5,
      "parametres": 25805933872,
      "prive": 47.44,
      "public": 58.26,
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     },
     "fiche": null
    },
    {
     "cle": "neohorse-jev-4b",
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     "url": "https://huggingface.co/TokenRhythm/NeoHorse-Jev-4B",
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     "statut_texte": "classé",
     "rang": 43,
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     "valeur": 51.06,
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     "details": {
      "ece": 0.0219,
      "ms_par_ligne": 103.6,
      "parametres": 4659865088,
      "prive": 44.99,
      "public": 57.14,
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     "fiche": null
    },
    {
     "cle": "intern-decision-2b",
     "nom": "Intern-Decision-2B",
     "auteur": "Intern Large Models",
     "url": "https://huggingface.co/internlm/Intern-Decision-2B",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 44,
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     "ex_aequo": false,
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     "details": {
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      "ms_par_ligne": 106.8,
      "parametres": 2274069824,
      "prive": 42.71,
      "public": 52.92,
      "reserve": "The vision patch embed was swapped for the identical linear map to run at normal speed; outputs agree to bf16 precision."
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#intern-decision"
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    {
     "cle": "djev",
     "nom": "djev (26B-A4B)",
     "auteur": null,
     "url": "https://github.com/Davipar/djev-dev",
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     "statut_texte": "classé",
     "rang": 45,
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     "ex_aequo": false,
     "valeur": 47.78,
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     "details": {
      "ece": 0.1439,
      "ms_par_ligne": 154.1,
      "parametres": 25823778864,
      "prive": 40.35,
      "public": 55.2,
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     "fiche": null
    },
    {
     "cle": "razorback-one-read-3e296f08",
     "nom": "razorback16 diffgemma (26B-A4B)",
     "auteur": null,
     "url": "https://github.com/vllm-project/vllm/pull/57250",
     "statut": "classe",
     "statut_texte": "classé",
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     "valeur": 47.74,
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     "details": {
      "ece": 0.1743,
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      "public": 54.45,
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    },
    {
     "cle": "vllm-pr57250",
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     "url": "https://github.com/vllm-project/vllm/pull/57250",
     "statut": "classe",
     "statut_texte": "classé",
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     "ex_aequo": false,
     "valeur": 46.34,
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     "details": {
      "ece": 0.1355,
      "ms_par_ligne": 456.9,
      "parametres": 25823778864,
      "prive": 39.23,
      "public": 53.45,
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     "fiche": null
    },
    {
     "cle": "qev-0.8b",
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     "url": "https://huggingface.co/ken-jo/QEV-0.8B",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 48,
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     "ex_aequo": false,
     "valeur": 46.01,
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     "details": {
      "ece": 0.1028,
      "ms_par_ligne": 101.8,
      "parametres": 852985920,
      "prive": 38.67,
      "public": 53.36,
      "reserve": "Takes at most 4 images and 8,192 input tokens per question; larger questions count as failures."
     },
     "fiche": null
    },
    {
     "cle": "onejev1.5-0.8b",
     "nom": "OneJev1.5-0.8B",
     "auteur": "OmniJev",
     "url": "https://huggingface.co/OmniJev/OneJev1.5-0.8B",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 49,
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     "ex_aequo": false,
     "valeur": 44.59,
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     "details": {
      "ece": 0.0423,
      "ms_par_ligne": 134,
      "parametres": 1107265600,
      "prive": 36.86,
      "public": 52.32,
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     },
     "fiche": null
    },
    {
     "cle": "vllm-sr-d3-lite",
     "nom": "vLLM-SR d3-lite (0.8B)",
     "auteur": "vLLM Semantic Router",
     "url": "https://huggingface.co/vllm-sr/d3-lite",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 50,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 42.11,
     "raison": null,
     "details": {
      "ece": 0.077,
      "ms_par_ligne": 80.1,
      "parametres": 852985920,
      "prive": 36.33,
      "public": 47.88,
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     },
     "fiche": null
    },
    {
     "cle": "jpt-0.8b",
     "nom": "JPT-0.8B",
     "auteur": null,
     "url": "https://huggingface.co/kirp/jpt-0.8b",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 51,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 42.1,
     "raison": null,
     "details": {
      "ece": 0.0652,
      "ms_par_ligne": 115.7,
      "parametres": 873438784,
      "prive": 39.65,
      "public": 44.55,
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     },
     "fiche": null
    },
    {
     "cle": "winnow-e4b-q8",
     "nom": "Winnow-E4B",
     "auteur": null,
     "url": "https://huggingface.co/EldanRing/Winnow-E4B",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 52,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 42.06,
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     "details": {
      "ece": 0.0495,
      "ms_par_ligne": 152.6,
      "parametres": 7996156490,
      "prive": 36.06,
      "public": 48.06,
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     },
     "fiche": null
    },
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}