{
 "famille": "Décider sur un texte",
 "url": "https://quelleia.com/modeles-de-decision/texte/",
 "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": [
  "Aucun de ces bancs ne mesure le français : leurs questions sont en anglais.",
  "JevBench et le Jev Decision Index ne mesurent ni les mêmes systèmes ni de la même façon : un rang ne se compare pas d'un tableau à l'autre.",
  "Le score complet du Jev Decision Index vient à 80 % de tests privés, que personne ne peut rejouer de l'extérieur.",
  "Les deux bancs changent de méthode et de systèmes d'une semaine à l'autre : un rang vaut pour la date du relevé."
 ],
 "tableaux": [
  {
   "id": "jevbench-api",
   "nom": "JevBench, modèles servis par API",
   "famille": "texte",
   "unite": "Capacité",
   "mesure": "score de capacité de 0 à 100, moyenne de l'exactitude corrigée du hasard et de la calibration des probabilités, sur des décisions prises à partir d'un texte en anglais ; seuls les modèles qui coûtent et répondent au plus deux fois plus que Jev 1.13 reçoivent un rang",
   "page": "https://quelleia.com/modeles-de-decision/texte/#jevbench-api",
   "source": {
    "cle": "jevbench",
    "banc": "JevBench",
    "auteur": "Benchmark Heaven",
    "mention": "Source : JevBench, Benchmark Heaven",
    "url": "https://benchmarkheaven.com/jev-models/api",
    "methode": "https://benchmarkheaven.com/jev-models",
    "accord": "2026-10-17",
    "releve": "2026-10-26",
    "version": "v1.7.6",
    "date_source": null,
    "edition_releve": "2026-W44",
    "repris": false
   },
   "compte": {
    "systemes": 54,
    "classes": 32
   },
   "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": "kettei-fat",
     "nom": "kettei-fat (Sqwish)",
     "auteur": null,
     "url": "https://docs.sqwish.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 1,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 86.31,
     "raison": null,
     "details": {
      "calibration": 92.7808,
      "composite": 77.6912,
      "cout": 57.4077,
      "dollars_1000": 0.02629,
      "exactitude": 79.8392,
      "latence_s": 0.2024,
      "mesure_dans": "v1.6.24",
      "prix_nature": "estimate",
      "rang_composite": 2,
      "vitesse": 92.908
     },
     "fiche": null
    },
    {
     "cle": "singularity-super-decider-thinking",
     "nom": "Super Decider (thinking)",
     "auteur": null,
     "url": "https://huggingface.co/Singularity-Compute/super-decider",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 2,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 85.8523,
     "raison": null,
     "details": {
      "calibration": 91.6955,
      "composite": 74.5405,
      "cout": 56.3976,
      "dollars_1000": 0.02841,
      "exactitude": 80.009,
      "latence_s": 0.888,
      "mesure_dans": "v1.7.0",
      "prix_nature": "listed",
      "rang_composite": 8,
      "vitesse": 79.8301
     },
     "fiche": null
    },
    {
     "cle": "singularity-super-decider",
     "nom": "Super Decider",
     "auteur": null,
     "url": "https://huggingface.co/Singularity-Compute/super-decider",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 3,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 84.8675,
     "raison": null,
     "details": {
      "calibration": 90.8483,
      "composite": 78.4822,
      "cout": 64.2642,
      "dollars_1000": 0.01553,
      "exactitude": 78.8867,
      "latence_s": 0.2461,
      "mesure_dans": "v1.7.0",
      "prix_nature": "listed",
      "rang_composite": 1,
      "vitesse": 85.3064
     },
     "fiche": null
    },
    {
     "cle": "fastino-glide-api",
     "nom": "Fastino GLiDE (hosted API, 22 Oct 2026)",
     "auteur": null,
     "url": "https://fastino.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 4,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 84.456,
     "raison": null,
     "details": {
      "calibration": 92.8435,
      "composite": 76.4411,
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      "dollars_1000": 0.02307,
      "exactitude": 76.0684,
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      "mesure_dans": "v1.6.40",
      "prix_nature": "mixed",
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      "vitesse": 87.0041
     },
     "fiche": null
    },
    {
     "cle": "drex-max",
     "nom": "Drex Max (Nace AI)",
     "auteur": null,
     "url": "https://drex.nace.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 5,
     "groupe": null,
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     "valeur": 84.2291,
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     "details": {
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      "composite": 75.3762,
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      "dollars_1000": 0.03082,
      "exactitude": 78.8902,
      "latence_s": 0.2538,
      "mesure_dans": "v1.6.38",
      "prix_nature": "listed",
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      "vitesse": 89.6425
     },
     "fiche": null
    },
    {
     "cle": "subq-snap-1.1",
     "nom": "SubQ Snap 1.1 (SubQ)",
     "auteur": null,
     "url": "https://subq.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 6,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 81.9111,
     "raison": null,
     "details": {
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      "composite": 75.737,
      "cout": 60.6774,
      "dollars_1000": 0.02045,
      "exactitude": 75.7571,
      "latence_s": 0.4691,
      "mesure_dans": "v1.6.43",
      "prix_nature": "estimate",
      "rang_composite": 5,
      "vitesse": 84.901
     },
     "fiche": null
    },
    {
     "cle": "subq-snap-preview",
     "nom": "SubQ Snap (preview, SubQ)",
     "auteur": null,
     "url": "https://subq.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 7,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 81.4737,
     "raison": null,
     "details": {
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      "composite": 74.3785,
      "cout": 57.6939,
      "dollars_1000": 0.02572,
      "exactitude": 72.2501,
      "latence_s": 0.4661,
      "mesure_dans": "v1.6.17",
      "prix_nature": "estimate",
      "rang_composite": 9,
      "vitesse": 86.3583
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#subq-snap"
    },
    {
     "cle": "liquid-d1-ultra",
     "nom": "d1-ultra (Liquid AI)",
     "auteur": null,
     "url": "https://www.liquid.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 8,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 80.477,
     "raison": null,
     "details": {
      "calibration": 91.2537,
      "composite": 76.046,
      "cout": 62.3008,
      "dollars_1000": 0.01806,
      "exactitude": 69.7004,
      "latence_s": 0.2307,
      "mesure_dans": "v1.6.21",
      "prix_nature": "estimate",
      "rang_composite": 4,
      "vitesse": 88.9443
     },
     "fiche": "https://quelleia.com/modeles-de-decision/#liquid-d1"
    },
    {
     "cle": "nimble-v4-max",
     "nom": "Bespoke Nimble-v4-max (Bespoke Labs)",
     "auteur": null,
     "url": "https://bespokelabs.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 9,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 79.7175,
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     "details": {
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      "composite": 74.8212,
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      "dollars_1000": 0.02035,
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     "fiche": null
    },
    {
     "cle": "launchables-myles-g-31b",
     "nom": "Myles-G 31B (Launchables)",
     "auteur": null,
     "url": "https://www.launchables.ai/licensing",
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     "groupe": null,
     "ex_aequo": false,
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     "details": {
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     "fiche": null
    },
    {
     "cle": "sage-1.3.0",
     "nom": "Sage 1.3.0 (Levanto Labs)",
     "auteur": null,
     "url": "https://levanto.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 11,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 78.5955,
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     "details": {
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      "dollars_1000": 0.02468,
      "exactitude": 65.5929,
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      "mesure_dans": "v1.6.1",
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     "fiche": null
    },
    {
     "cle": "jev-1.14.0",
     "nom": "Jev 1.14.0 (TypeSafe AI)",
     "auteur": null,
     "url": "https://docs.typesafe.ai/models",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 12,
     "groupe": null,
     "ex_aequo": false,
     "valeur": 75.0125,
     "raison": null,
     "details": {
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      "prix_nature": "estimate",
      "rang_composite": 17,
      "vitesse": 90.9863
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     "fiche": "https://quelleia.com/modeles-de-decision/#jev"
    },
    {
     "cle": "liquid-d1",
     "nom": "d1 (Liquid AI)",
     "auteur": null,
     "url": "https://www.liquid.ai/blog/d1-decision-model",
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     "statut_texte": "classé",
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     "groupe": null,
     "ex_aequo": false,
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     "details": {
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     "fiche": "https://quelleia.com/modeles-de-decision/#liquid-d1"
    },
    {
     "cle": "spx-cd-flash",
     "nom": "SPX-CD Flash (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)",
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     "url": "https://surd.ai",
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     "cle": "mercury-decide",
     "nom": "Mercury Decide (Inception; System One decisions API, served free on OpenRouter as inception/mercury-decide:free)",
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     "cle": "openai-decisions",
     "nom": "OpenAI Decisions (gpt-6-luna)",
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     "fiche": "https://quelleia.com/modeles-de-decision/#openai-decisions"
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    },
    {
     "cle": "microsoft-decision-1",
     "nom": "Microsoft-Decision-1 (Azure Foundry)",
     "auteur": null,
     "url": "https://commandline.microsoft.com/microsoft-decision-1-model-foundry/",
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     "fiche": "https://quelleia.com/modeles-de-decision/#microsoft-decision-1"
    },
    {
     "cle": "launchables-myles-g-12b",
     "nom": "Myles-G 12B (Launchables)",
     "auteur": null,
     "url": "https://www.launchables.ai/licensing",
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     "cle": "instinct",
     "nom": "Instinct (ZooWork, Qwen3.8-27B)",
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     "fiche": null
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     "cle": "attest-31b-v1.0",
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     "nom": "HS1 0.1.2 (Hyland)",
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     "fiche": null
    },
    {
     "cle": "nimble-v4",
     "nom": "Bespoke Nimble-v4 (Bespoke Labs)",
     "auteur": null,
     "url": "https://bespokelabs.ai",
     "statut": "classe",
     "statut_texte": "classé",
     "rang": 24,
     "groupe": null,
     "ex_aequo": false,
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     "details": {
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     "fiche": null
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    {
     "cle": "vansa-3.4",
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     "cle": "qwen3.8-27b",
     "nom": "Qwen3.8 27B (Chutes TEE)",
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     "url": "https://benchmarkheaven.com/jev-models/qwen3.8-27b",
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     "statut_texte": "hors classement",
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     "raison": "coût 67,4 fois celui de la référence ; latence 13,5 fois celle de la référence",
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   "nom": "JevBench, modèles à poids ouverts",
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     "url": "https://huggingface.co/sanghwa-na/bobcat-1.3",
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     "url": "https://github.com/krishna-gogineni-765/deck31b",
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     "nom": "René-1 31B FP8 (salfatigroup, Gemma 4 31B full fine-tune, one-pass option readout)",
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     "url": "https://huggingface.co/salfatigroup/rene-1-31b-fp8",
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     "url": "https://huggingface.co/tachara-ai/Decisio-12b-tuned-commit",
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     "url": "https://huggingface.co/h2oai/h2o-lightning-4b",
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     "url": "https://huggingface.co/surogate/rune-26b-a4b-GGUF",
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     "cle": "bobcat-flash-1.2",
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     "url": "https://huggingface.co/sanghwa-na/bobcat-flash-1.2",
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