Qwen3 VL 235B A22B Thinking
Qwen3-VL-235B-A22B-Thinking is the most powerful vision-language model in the Qwen series, featuring 236B parameters with MoE architecture for reasoning-enhanced multimodal understanding. Key capabilities include: Visual Agent (operates PC/mobile GUIs, recognizes elements, invokes tools), Visual Coding (generates Draw.io/HTML/CSS/JS from images/videos), Advanced Spatial Perception (2D grounding and 3D grounding for spatial reasoning and embodied AI), Long Context & Video Understanding (native 256K context expandable to 1M, handles hours-long video with second-level indexing), Enhanced Multimodal Reasoning (excels in STEM/Math with causal analysis), Upgraded Visual Recognition (celebrities, anime, products, landmarks, flora/fauna), and Expanded OCR (32 languages, robust in low light/blur/tilt). Architecture innovations include Interleaved-MRoPE for positional embeddings, DeepStack for multi-level ViT feature fusion, and Text-Timestamp Alignment for precise video temporal modeling.
Identité
| Organisation | Alibaba Cloud / Qwen Team |
|---|---|
| Pays | — |
| Famille | — |
| Type | llm |
| Date de sortie | 2025-09-22 |
| Licence | apache 2.0 |
| Licence commerciale | oui |
| Licence open source | oui |
| Poids ouverts | oui |
| Auto-hébergement (DGX Spark) | non — 236 Md > 107 Md |
| Modalités | image|text|video |
| Fenêtre de contexte | 262 144 |
| KV cache / token (Q8) | 96.3 ko/token |
| Paramètres totaux | 236 B |
| Paramètres actifs (session) | 22 B |
| Source des paramètres actifs | actifs : nom (heuristique) ; total : config Hugging Face (Qwen/Qwen3-VL-235B-A22B-Thinking) |
| Curation des paramètres actifs | 2026-11-04 |
| Prix par session | — |
| Tokens / tâche (Data Players) | 1.2 M |
| Tokens / tâche (Terminal-Bench) | 83.3 M (est.) |
| Ratio Terminal-Bench / Data Players | 69.4× |
| Coût / tâche (Terminal-Bench) | — |
| Tokens d'entraînement | — |
| Coupure de connaissance | — |
| Créé le | 2026-05-07T16:53:36.573529Z |
| Mis à jour le | 2026-11-04T06:05:06.968075Z |
| Source | LLM Stats |
| URL | https://llm-stats.com/models/qwen3-vl-235b-a22b-thinking |
Prix par fournisseur
Statut du modèle (offres + auto-hébergement) : non — hors DGX Spark (> 107 Md).
Toutes sources confondues : catalogue llm-stats, routeurs EUrouter/Cortecs et catalogues directs (OVHcloud, Scaleway, Infomaniak). Les prix sont convertis en USD pour la comparaison ; le prix publié et le taux BCE utilisé sont dans l'infobulle. Les prix inconnus restent indiqués « — ».
Aucune donnée.
Souveraineté qualifiée par offre (modèle × fournisseur) ; survolez le badge pour les critères.
SouverainetéScores par catégorie (top_scores)
| Catégorie | Score |
|---|---|
| chat | 3.40 |
| image_to_text | 0.70 |
| instruction_following | 0.80 |
| language | 0.80 |
| legal | 0.80 |
| long_context | 0.70 |
| math | 0.80 |
| multimodal | 1.00 |
| physics | 0.60 |
| reasoning | 0.70 |
| spatial_reasoning | 0.70 |
| structured_output | 0.80 |
| embodied | 0.80 |
| factuality | 0.40 |
| finance | 0.80 |
| general | 0.80 |
| grounding | 0.80 |
| healthcare | 0.80 |
| 3d | 0.40 |
| agents | 0.60 |
| chemistry | 0.60 |
| communication | 3.40 |
| creativity | 0.90 |
| economics | 0.60 |
| text-to-image | 0.80 |
| tool_calling | 0.70 |
| video | 0.80 |
| vision | 0.70 |
| writing | 0.90 |
Scores par benchmark
| Benchmark | Catégorie | Score | Max | Normalisé (API) | Vérifié | Auto-déclaré | Daté du |
|---|---|---|---|---|---|---|---|
| ai2d | vision | 0.89 | 1.00 | 0.89 | non | oui | 2026-11-04T06:05:07.068262Z |
| aime-2025 | math | 0.90 | 1.00 | 0.90 | non | oui | 2026-11-04T06:05:06.990025Z |
| arkitscenes | vision | 0.54 | 100.00 | 0.54 | non | oui | 2026-11-04T06:05:07.158802Z |
| bfcl-v3 | general | 0.72 | 1.00 | 0.72 | non | oui | 2026-11-04T06:05:07.019144Z |
| blink | vision | 0.67 | 1.00 | 0.67 | non | oui | 2026-11-04T06:05:07.089940Z |
| cc-ocr | vision | 0.81 | 1.00 | 0.81 | non | oui | 2026-11-04T06:05:07.080331Z |
| charadessta | video | 0.64 | 1.00 | 0.64 | non | oui | 2026-11-04T06:05:07.108852Z |
| charxiv-r | reasoning | 0.66 | 1.00 | 0.66 | non | oui | 2026-11-04T06:05:07.083954Z |
| countbench | vision | 0.94 | 100.00 | 0.94 | non | oui | 2026-11-04T06:05:07.155558Z |
| creative-writing-v3 | creativity | 0.86 | 1.00 | 0.86 | non | oui | 2026-11-04T06:05:07.012726Z |
| design2code | vision | 0.93 | 100.00 | 0.93 | non | oui | 2026-11-04T06:05:07.181689Z |
| docvqatest | vision | 0.96 | 1.00 | 0.96 | non | oui | 2026-11-04T06:05:07.062292Z |
| embspatialbench | vision | 0.84 | 100.00 | 0.84 | non | oui | 2026-11-04T06:05:07.171561Z |
| erqa | vision | 0.53 | 1.00 | 0.53 | non | oui | 2026-11-04T06:05:07.095882Z |
| hallusion-bench | vision | 0.67 | 1.00 | 0.67 | non | oui | 2026-11-04T06:05:07.055928Z |
| hmmt25 | math | 0.77 | 1.00 | 0.77 | non | oui | 2026-11-04T06:05:06.993303Z |
| humanity's-last-exam | reasoning | 0.14 | 1.00 | 0.14 | non | oui | 2026-11-04T06:05:07.005794Z |
| hypersim | vision | 0.11 | 100.00 | 0.11 | non | oui | 2026-11-04T06:05:07.162077Z |
| ifeval | chat | 0.88 | 1.00 | 0.88 | non | oui | 2026-11-04T06:05:07.009487Z |
| include | general | 0.80 | 1.00 | 0.80 | non | oui | 2026-11-04T06:05:07.028856Z |
| infovqatest | vision | 0.90 | 1.00 | 0.90 | non | oui | 2026-11-04T06:05:07.065192Z |
| livebench-20241125 | math | 0.80 | 1.00 | 0.80 | non | oui | 2026-11-04T06:05:07.002310Z |
| livecodebench-v6 | reasoning | 0.70 | 1.00 | 0.70 | non | oui | 2026-11-04T06:05:06.996514Z |
| lvbench | vision | 0.64 | 1.00 | 0.64 | non | oui | 2026-11-04T06:05:07.105443Z |
| mathverse-mini | math | 0.85 | 100.00 | 0.85 | non | oui | 2026-11-04T06:05:07.127519Z |
| mathvision | math | 0.75 | 1.00 | 0.75 | non | oui | 2026-11-04T06:05:07.041422Z |
| mathvista-mini | math | 0.86 | 1.00 | 0.86 | non | oui | 2026-11-04T06:05:07.038199Z |
| miabench | vision | 0.93 | 100.00 | 0.93 | non | oui | 2026-11-04T06:05:07.144130Z |
| mlvu | video | 0.84 | 1.00 | 0.84 | non | oui | 2026-11-04T06:05:07.102377Z |
| mm-mt-bench | chat | 8.50 | 100.00 | 0.09 | non | oui | 2026-11-04T06:05:07.058905Z |
| mmbench-v1.1 | vision | 0.91 | 1.00 | 0.91 | non | oui | 2026-11-04T06:05:07.044346Z |
| mmlongbench-doc | vision | 0.56 | 100.00 | 0.56 | non | oui | 2026-11-04T06:05:07.147597Z |
| mmlu | general | 0.91 | 1.00 | 0.91 | non | oui | 2026-11-04T06:05:06.973798Z |
| mmlu-pro | language | 0.84 | 1.00 | 0.84 | non | oui | 2026-11-04T06:05:06.976864Z |
| mmlu-prox | language | 0.81 | 1.00 | 0.81 | non | oui | 2026-11-04T06:05:07.025827Z |
| mmlu-redux | language | 0.94 | 1.00 | 0.94 | non | oui | 2026-11-04T06:05:06.980304Z |
| mmmu-pro | vision | 0.69 | 1.00 | 0.69 | non | oui | 2026-11-04T06:05:07.034889Z |
| mmmuval | vision | 0.81 | 1.00 | 0.81 | non | oui | 2026-11-04T06:05:07.031902Z |
| mmstar | vision | 0.79 | 1.00 | 0.79 | non | oui | 2026-11-04T06:05:07.052280Z |
| muirbench | vision | 0.80 | 1.00 | 0.80 | non | oui | 2026-11-04T06:05:07.092767Z |
| multi-if | chat | 0.79 | 1.00 | 0.79 | non | oui | 2026-11-04T06:05:07.022639Z |
| objectron | vision | 0.71 | 100.00 | 0.71 | non | oui | 2026-11-04T06:05:07.168622Z |
| ocrbench | vision | 0.88 | 1.00 | 0.88 | non | oui | 2026-11-04T06:05:07.071105Z |
| ocrbench-v2-(en) | vision | 0.67 | 1.00 | 0.67 | non | oui | 2026-11-04T06:05:07.074121Z |
| ocrbench-v2-(zh) | vision | 0.64 | 1.00 | 0.64 | non | oui | 2026-11-04T06:05:07.077096Z |
| odinw | vision | 0.43 | 1.00 | 0.43 | non | oui | 2026-11-04T06:05:07.086946Z |
| osworld | multimodal | 0.38 | 1.00 | 0.38 | non | oui | 2026-11-04T06:05:07.124391Z |
| osworld-g | multimodal | 0.68 | 100.00 | 0.68 | non | oui | 2026-11-04T06:05:07.121482Z |
| realworldqa | vision | 0.81 | 1.00 | 0.81 | non | oui | 2026-11-04T06:05:07.048501Z |
| refcoco-avg | vision | 0.92 | 100.00 | 0.92 | non | oui | 2026-11-04T06:05:07.150670Z |
| refspatialbench | vision | 0.70 | 100.00 | 0.70 | non | oui | 2026-11-04T06:05:07.175598Z |
| robospatialhome | vision | 0.74 | 100.00 | 0.74 | non | oui | 2026-11-04T06:05:07.178533Z |
| screenspot | vision | 0.95 | 1.00 | 0.95 | non | oui | 2026-11-04T06:05:07.115168Z |
| screenspot-pro | vision | 0.62 | 1.00 | 0.62 | non | oui | 2026-11-04T06:05:07.118499Z |
| sifo | general | 0.77 | 100.00 | 0.77 | non | oui | 2026-11-04T06:05:07.184725Z |
| sifo-multiturn | general | 0.71 | 100.00 | 0.71 | non | oui | 2026-11-04T06:05:07.187580Z |
| simpleqa | factuality | 0.44 | 1.00 | 0.44 | non | oui | 2026-11-04T06:05:06.986840Z |
| simplevqa | vision | 0.61 | 100.00 | 0.61 | non | oui | 2026-11-04T06:05:07.140823Z |
| sunrgbd | vision | 0.35 | 100.00 | 0.35 | non | oui | 2026-11-04T06:05:07.165271Z |
| supergpqa | reasoning | 0.64 | 1.00 | 0.64 | non | oui | 2026-11-04T06:05:06.983970Z |
| videomme-w-o-sub. | multimodal | 0.79 | 1.00 | 0.79 | non | oui | 2026-11-04T06:05:07.099297Z |
| videommmu | multimodal | 0.80 | 1.00 | 0.80 | non | oui | 2026-11-04T06:05:07.112096Z |
| visulogic | vision | 0.34 | 100.00 | 0.34 | non | oui | 2026-11-04T06:05:07.137568Z |
| writingbench | writing | 0.87 | 1.00 | 0.87 | non | oui | 2026-11-04T06:05:07.015889Z |
| zebralogic | reasoning | 0.97 | 1.00 | 0.97 | non | oui | 2026-11-04T06:05:06.999331Z |
| zerobench | vision | 0.04 | 100.00 | 0.04 | non | oui | 2026-11-04T06:05:07.130661Z |
| zerobench-sub | vision | 0.28 | 100.00 | 0.28 | non | oui | 2026-11-04T06:05:07.134359Z |
Classements
| Catégorie | Rang | Score | Note conservatrice | Benchmarks évalués | Méthode | Daté du | Provenance |
|---|---|---|---|---|---|---|---|
| chat | 35 | 3.40 | 22.13 | 3 | trueskill | 2026-11-04T08:08:43.789169Z | rankings |
| agents | 115 | — | 13.05 | 2 | trueskill | 2026-10-20 | model_history |
Données
Dates de curation (récupération depuis l'API) : models 2026-11-04 · benchmarks 2026-11-04 · scores 2026-11-04 · updates 2026-11-04 · account 2026-11-04 · model_history 2026-11-04 · rankings 2026-11-04