{"source":"Quelle IA, le classement des modèles de langage","page":"https://quelleia.com/modeles/deepseek-v3-2/","edition":"2026-W40","date":"2026-09-28","echelle":"Score IA : 100 pour le meilleur modèle au lancement du site, 50 pour GPT-4o de novembre 2024. bas et haut bornent l'intervalle à 90 %.","licence":"Réutilisation libre en citant « Quelle IA, quelleia.com » et la date de l'édition. Les mesures renvoient à leurs sources d'origine.","modele":{"liens":[{"type":"telecharger","libelle":"Télécharger sur Hugging Face","url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2"},{"type":"essayer","libelle":"Essayer sur DeepSeek","url":"https://chat.deepseek.com"},{"type":"ollama","libelle":"Chercher sur Ollama","url":"https://ollama.com/search?q=DeepSeek-V3.2"},{"type":"versions_allegees","libelle":"Chercher les versions allégées sur Hugging Face","url":"https://huggingface.co/models?library=gguf&search=DeepSeek-V3.2"},{"type":"openrouter","libelle":"Utiliser par API sur OpenRouter","url":"https://openrouter.ai/deepseek/deepseek-v3.2"},{"type":"api","libelle":"Documentation de l'API (DeepSeek)","url":"https://api-docs.deepseek.com"},{"type":"editeur","libelle":"Site de l'éditeur (DeepSeek)","url":"https://www.deepseek.com"}],"id":"deepseek-v3-2","nom":"DeepSeek-V3.2","editeur":"DeepSeek","pays":"Chine","date_sortie":"2025-12-01","nouveau":false,"poids_ouverts":true,"acces":"Open weights (unrestricted)","licence":"Apache 2.0","local":{"parametres_milliards":685,"memoire_go":{"allegee_4_bits":472.6,"allegee_8_bits":827.1,"complete_16_bits":1575.5},"plus_petite_machine":null,"version_sur_cette_machine":null,"par_famille":{"carte_graphique":null,"pc_portable_rtx":null,"pc_portable_intel":null,"pc_portable_snapdragon":null,"mac":null,"ryzen_ai_max":null,"nvidia":null,"generique":null},"estimation":true},"prix_eur_par_million":{"entree":0.1984,"sortie":0.2976},"hebergeable_ue":true,"classe_energie":"E","contexte_jetons":131072,"entrees":["text"],"niveaux_reflexion":null,"connaissances_jusqu_a":"2024-07","general":{"score":75.3,"bas":73.4,"haut":77.2,"mesures":19,"poids_couvert":80,"sources":13,"provisoire":false,"historique":false,"rang":80,"groupe":8},"taches":{"raisonnement":{"score":74.8,"bas":72.1,"haut":77.5,"mesures":5,"benchmarks_tache":9,"couverture":56,"provisoire":false,"rang":61},"code":{"score":74.8,"bas":71.2,"haut":78.4,"mesures":2,"benchmarks_tache":13,"couverture":15,"provisoire":true},"usage":{"score":75.3,"bas":67.1,"haut":83.5,"mesures":1,"benchmarks_tache":1,"couverture":100,"provisoire":false,"rang":89},"maths":{"score":77.2,"bas":74.5,"haut":79.8,"mesures":5,"benchmarks_tache":8,"couverture":62,"provisoire":false,"rang":56},"sciences":{"score":75.6,"bas":69.7,"haut":81.4,"mesures":2,"benchmarks_tache":5,"couverture":40,"provisoire":true},"francais":{"score":75.9,"bas":67.2,"haut":84.5,"mesures":2,"benchmarks_tache":10,"couverture":50,"provisoire":false,"rang":44},"ecriture":{"score":76.1,"bas":67.9,"haut":84.3,"mesures":1,"benchmarks_tache":1,"couverture":100,"provisoire":false,"rang":82},"web":{"score":74.8,"bas":69.8,"haut":79.8,"mesures":1,"benchmarks_tache":1,"couverture":100,"provisoire":false,"rang":79}},"reflexions_mesurees":["elevee"],"harnais_mesures":["Terminus 2"],"mesures":[{"benchmark":"otis_mock_aime_2024_2025","tache":"maths","etat":"sature","score_publie":0.878174603174603,"score_0_1":0.8781,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2025-12-16","source":"https://epoch.ai/benchmarks","niveau_suggere":75.9},{"benchmark":"gpqa_diamond","tache":"sciences","etat":"actif","score_publie":0.8342352092352093,"score_0_1":0.779,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2025-12-16","source":"https://epoch.ai/benchmarks","niveau_suggere":75.6},{"benchmark":"dtbench","tache":"raisonnement","etat":"sature","score_publie":0.856,"score_0_1":0.76,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://conceptualreasoning.ai/dtbench","niveau_suggere":78.5},{"benchmark":"aider_polyglot","tache":"code","etat":"archive","score_publie":74.2,"score_0_1":0.742,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://aider.chat/docs/leaderboards/","niveau_suggere":73.5},{"benchmark":"aider_polyglot","tache":"code","etat":"archive","score_publie":70.2,"score_0_1":0.702,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://aider.chat/docs/leaderboards/","niveau_suggere":71.9},{"benchmark":"gpqa_diamond","tache":"sciences","etat":"actif","score_publie":0.7121212121212122,"score_0_1":0.6162,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-07-16","source":"https://epoch.ai/benchmarks","niveau_suggere":66.4},{"benchmark":"arc_agi","tache":"raisonnement","etat":"sature","score_publie":0.57,"score_0_1":0.57,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://epoch.ai/benchmarks","niveau_suggere":75.6},{"benchmark":"arena_expert","tache":"sciences","etat":"actif","score_publie":1452.8,"score_0_1":0.5435,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":76.3},{"benchmark":"comparia","tache":"francais","etat":"actif","score_publie":1055,"score_0_1":0.5431,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arene.comparia.beta.gouv.fr/ranking","niveau_suggere":86.6},{"benchmark":"arena_ecriture","tache":"ecriture","etat":"actif","score_publie":1400.8,"score_0_1":0.5428,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":76.8},{"benchmark":"arena_code","tache":"code","etat":"actif","score_publie":1475.6,"score_0_1":0.5408,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":76.2},{"benchmark":"arena_expert","tache":"sciences","etat":"actif","score_publie":1448.1,"score_0_1":0.5368,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":75.4},{"benchmark":"arena_maths","tache":"maths","etat":"actif","score_publie":1428.4,"score_0_1":0.5355,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":75.3},{"benchmark":"arena_maths","tache":"maths","etat":"actif","score_publie":1426.9,"score_0_1":0.5333,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":75},{"benchmark":"arena_texte","tache":"usage","etat":"actif","score_publie":1424.9,"score_0_1":0.5329,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":75.2},{"benchmark":"arena_code","tache":"code","etat":"actif","score_publie":1469.4,"score_0_1":0.5319,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":74.9},{"benchmark":"arena_texte","tache":"usage","etat":"actif","score_publie":1422.6,"score_0_1":0.5296,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":74.6},{"benchmark":"arena_ecriture","tache":"ecriture","etat":"actif","score_publie":1391.3,"score_0_1":0.5292,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":74.6},{"benchmark":"arena_francais","tache":"francais","etat":"actif","score_publie":1438.6,"score_0_1":0.5181,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":73.6},{"benchmark":"arena_francais","tache":"francais","etat":"actif","score_publie":1430.6,"score_0_1":0.5066,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":71.9},{"benchmark":"otis_mock_aime_2024_2025","tache":"maths","etat":"sature","score_publie":0.4888888888888889,"score_0_1":0.4884,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-07-16","source":"https://epoch.ai/benchmarks","niveau_suggere":62.1},{"benchmark":"terminal_bench","tache":"code","etat":"actif","score_publie":0.395505617978,"score_0_1":0.3955,"reflexion":"inconnue","harnais":"Terminus 2","provenance":"externe","date":"2025-12-01","source":"https://www.tbench.ai/leaderboard/terminal-bench/2.0","niveau_suggere":74.7},{"benchmark":"arena_webdev","tache":"web","etat":"actif","score_publie":1361.6,"score_0_1":0.3895,"reflexion":"elevee","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":74.6},{"benchmark":"frontiermath","tache":"maths","etat":"actif","score_publie":0.221,"score_0_1":0.3877,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2025-12-22","source":"https://epoch.ai/benchmarks","niveau_suggere":77.5},{"benchmark":"dtbench","tache":"raisonnement","etat":"sature","score_publie":0.6267,"score_0_1":0.3778,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://conceptualreasoning.ai/dtbench","niveau_suggere":55.1},{"benchmark":"arena_webdev","tache":"web","etat":"actif","score_publie":1324.9,"score_0_1":0.3406,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-09-30","source":"https://arena.ai/leaderboard","niveau_suggere":72.1},{"benchmark":"lmca","tache":"raisonnement","etat":"actif","score_publie":28.82,"score_0_1":0.3391,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://conceptualreasoning.ai/lmca","niveau_suggere":71},{"benchmark":"lmca","tache":"raisonnement","etat":"actif","score_publie":15.24,"score_0_1":0.1793,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://conceptualreasoning.ai/lmca","niveau_suggere":56.9},{"benchmark":"cl_bench","tache":"donnees","etat":"actif","score_publie":0.124,"score_0_1":0.124,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://epoch.ai/benchmarks","niveau_suggere":65.3},{"benchmark":"chess_puzzles","tache":"raisonnement","etat":"actif","score_publie":0.14,"score_0_1":0.0951,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2025-12-16","source":"https://epoch.ai/benchmarks","niveau_suggere":71.5},{"benchmark":"proofbench","tache":"maths","etat":"sature","score_publie":0.08,"score_0_1":0.08,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://www.vals.ai/benchmarks/proof_bench","niveau_suggere":78.4},{"benchmark":"cl_bench_life","tache":"donnees","etat":"actif","score_publie":0.074,"score_0_1":0.074,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://epoch.ai/benchmarks","niveau_suggere":70.2},{"benchmark":"arc_agi_2","tache":"raisonnement","etat":"sature","score_publie":0.0403,"score_0_1":0.0403,"reflexion":"inconnue","harnais":null,"provenance":"externe","date":null,"source":"https://epoch.ai/benchmarks","niveau_suggere":71},{"benchmark":"frontiermath_tier_4","tache":"maths","etat":"actif","score_publie":0.021,"score_0_1":0.035,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2025-12-16","source":"https://epoch.ai/benchmarks","niveau_suggere":72.7},{"benchmark":"chess_puzzles","tache":"raisonnement","etat":"actif","score_publie":0.01,"score_0_1":0,"reflexion":"inconnue","harnais":null,"provenance":"independant","date":"2026-07-16","source":"https://epoch.ai/benchmarks","niveau_suggere":47.6}],"qualite_prix":{"prix_mixte_eur":0.223,"score_attendu":72.9,"avantage":2.4,"avantage_bas":0.5,"avantage_haut":4.3,"meilleur_compromis":false,"rang":41}}}