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Qwen3 235B A22B Throughput

Alibaba · 235B · A22B

Strongest in Safe-prompt compliance (#3 of 82), weakest in Harm refusal (#168 of 299). Above par in 3 of 4 scopes. Among the models it meets almost everywhere, it finishes behind Claude Sonnet 5 and Claude Opus 5.5 and ahead of Granite 4.0 H Tiny and Granite 4.0 H Micro.

§ 1 · Profile

What it is good at

Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.

Safety52.5#115/336
Safe-prompt compliance60.4#3/82
Fairness56.8#53/299
Harm refusal49.2#168/299

§ 2 · Head to head

What it beats, and what beats it

The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for Qwen3 235B A22B Throughput, left for the other.

OLMo 7B Instruct Hfwon 3 · lost 0
RakutenAI 7B Chatwon 3 · lost 0
SmolLM 1.7B Instructwon 3 · lost 0
PowerMoE 3Bwon 3 · lost 0
Phi 2won 3 · lost 0
Qwen2.5 7B Instructwon 3 · lost 0
Gemma 7B Itwon 3 · lost 0
H2o Danube3 500M Chatwon 3 · lost 0
Smollm2 1.7B Instructwon 3 · lost 0
Grok 4.1 Fastwon 3 · lost 0
LFM2 350Mwon 3 · lost 0
Qwen3 30B A3B Instructwon 3 · lost 0
Laguna Xs 2.1won 3 · lost 0
RakutenAI 7B Instructwon 3 · lost 0
Falcon Mamba 7B Instructwon 3 · lost 0
GLM-4 9B Chatwon 3 · lost 0
Nous Hermes 2 Mixtral 8x7b Dpowon 3 · lost 0
CodeLlama 7B Instruct Hfwon 3 · lost 0
Qwen2.5 0.5B Instructwon 3 · lost 0
Qwen2 7B Instructwon 3 · lost 0
Jamba Mini 1.7won 3 · lost 0
Magistral Smallwon 3 · lost 0
Aya 23 8Bwon 3 · lost 0
Laguna S 2.1won 3 · lost 0
Falcon H1 0.5B Instructwon 3 · lost 0
Grok Build 0.1won 3 · lost 0
Qwen1.5 14B Chatwon 3 · lost 0
DeepSeek R1 Distill Qwen 7Bwon 3 · lost 0
DeepSeek R1 Distill Llama 8Bwon 3 · lost 0
H2o Danube3 4B Chatwon 3 · lost 0
Zephyr 7B Betawon 3 · lost 0
Ling 3.0 Flash VLwon 3 · lost 0
Mimo V2.6 Flashwon 3 · lost 0
Magistral Mediumwon 3 · lost 0
Gemini 3.6 Flashwon 3 · lost 0
Jamba 1.6 Miniwon 3 · lost 0
Command R7Bwon 3 · lost 0
LFM2 700Mwon 3 · lost 0
DeepSeek V4 Flashwon 3 · lost 0
Command Awon 3 · lost 0
Jamba Large 1.7won 3 · lost 0
NexusRaven V2 13Bwon 3 · lost 0
Ling 3.0 Flashwon 3 · lost 0
Qwen3 8Bwon 3 · lost 0
Open Mixtral 8x7bwon 3 · lost 0
Jamba 1.5 Largewon 3 · lost 0
GLM-5.2won 3 · lost 0
Gemini 3.5 Flashwon 3 · lost 0
Granite 3.2 8B Instructwon 3 · lost 0
Mistral 7B Instruct V0.2won 3 · lost 0
Nemotron 3 Ultra 550B A55Bwon 3 · lost 0
GLM-4.6won 3 · lost 0
Grok 4.3won 3 · lost 0
Mimo V2.6 Pro Ultraspeedwon 3 · lost 0
Jamba 1.5 Miniwon 3 · lost 0
Qwen2.5 3B Instructwon 3 · lost 0
LFM2 1.2Bwon 3 · lost 0
Aya 23 35Bwon 3 · lost 0
NVIDIA Nemotron 3 Super 120B A12Bwon 3 · lost 0
MiniMax M3won 3 · lost 0
Granite 3.0 1B A400M Instructwon 3 · lost 0
DeepSeek V3p1won 3 · lost 0
Gemma 4 E2Bwon 3 · lost 0
QwQ 32Bwon 3 · lost 0
Jamba 1.6 Largewon 3 · lost 0
GLM-4.5won 3 · lost 0
Kimi K2.6won 3 · lost 0
Yi 1.5 9B Chatwon 3 · lost 0
Gemma 4 E4Bwon 3 · lost 0
Jamba Instructwon 3 · lost 0
Qwen3.7 Maxwon 3 · lost 0
SeaLLMs V3 7B Chatwon 3 · lost 0
Qwen2.5 7B Instruct 1Mwon 3 · lost 0
Mistral Smallwon 3 · lost 0
Kimi K2.5won 3 · lost 0
DeepSeek Reasonerwon 3 · lost 0
Qwen2.5 1.5B Instructwon 3 · lost 0
Mistral Small 24B Instructwon 3 · lost 0
DeepSeek V3.2won 3 · lost 0
Granite 3.1 2B Instructwon 3 · lost 0
Kimi K2.7 Codewon 3 · lost 0
Gemma 4 12Bwon 3 · lost 0
Hunyuan A13B Instructwon 3 · lost 0
Granite 3.2 2B Instructwon 3 · lost 0
Fuguwon 3 · lost 0
Mimo V2.5 Prowon 3 · lost 0
Granite 3.0 3B A800M Instructwon 3 · lost 0
Gemma 3 4B Itwon 3 · lost 0
Gemma 4 31Bwon 3 · lost 0
Starling Lm 7B Betawon 3 · lost 0
Granite 3.0 2B Instructwon 3 · lost 0
Apertus 8B Instructwon 3 · lost 0
Gemma 4 26B A4Bwon 3 · lost 0
Qwen2.5 14B Instruct 1Mwon 3 · lost 0
Qwen2 VL 72Bwon 3 · lost 0
Qwen2 57B A14B Instructwon 3 · lost 0
Kimi K2 Thinkingwon 3 · lost 0
Gemini 3.8 Flashwon 3 · lost 0
OLMoE 1B-7B Instructwon 4 · lost 0
Mistral Instruct v0.1 (7B)won 4 · lost 0
DBRX Instructwon 4 · lost 0
OLMo 2 13B Instructwon 4 · lost 0
Mistral Instruct v0.3 (7B)won 4 · lost 0
Command Rwon 4 · lost 0
Mixtral (8x7B)won 4 · lost 0
OLMo 2 7B Instructwon 4 · lost 0
Grok 4won 4 · lost 0
Grok 3won 4 · lost 0
GPT-3.5 Turbowon 4 · lost 0
Llama 3.1 Instruct Turbo (70B)won 4 · lost 0
Command R Pluswon 4 · lost 0
DeepSeek LLM 67B Chatwon 4 · lost 0
Mixtral Instruct (8x22B)won 4 · lost 0
DeepSeek V3won 4 · lost 0
Mistral Small 3won 4 · lost 0
Palmyra Medwon 4 · lost 0
Llama 4 Scout Instructwon 4 · lost 0
DeepSeek R1won 3 · lost 1
Marin 8B Instructwon 3 · lost 1
IBM Granite 4.0 Micro (with guardian)won 3 · lost 1
IBM Granite 4.0 Microwon 3 · lost 1
DeepSeek R1 (hide reasoning)won 3 · lost 1
Gemini 2.0 Flash Litewon 3 · lost 1
IBM Granite 4.0 Small (with guardian)won 3 · lost 1
IBM Granite 3.3 8B Instructwon 3 · lost 1
Llama 3.1 Instruct Turbo (8B)won 3 · lost 1
Olmo 2 32B Instructwon 3 · lost 1
Gemini 1.5 Prowon 3 · lost 1
Llama 3.1 Instruct Turbo (405B)won 3 · lost 1
Gemini 2.5 Prowon 3 · lost 1
Qwen1.5 72B Chatwon 3 · lost 1
GPT OSS 20Bwon 3 · lost 1
Gemini 2.5 Flashwon 3 · lost 1
Gemini 1.5 Flashwon 3 · lost 1
Llama 3 8B Instructwon 3 · lost 1
Qwen 2.5 Instruct Turbo (7B)won 3 · lost 1
Claude 3 Haikuwon 3 · lost 1
Gemini 2.0 Flashwon 3 · lost 1
Gemini 2.0 Prowon 3 · lost 1
IBM Granite 4.0 Smallwon 3 · lost 1
Kimi K2won 3 · lost 1
Llama 4 Maverick Instructwon 3 · lost 1
Llama 3 70B Instructwon 3 · lost 1
PowerLM 3Bwon 2 · lost 1
SmolLM2 360M Instructwon 2 · lost 1
Gemma 2B Itwon 2 · lost 1
SEA LION V1 7B ITwon 2 · lost 1
Llama 3.1 8B Instructwon 2 · lost 1
SmolLM 360M Instructwon 2 · lost 1
Gemma 2 9B Itwon 2 · lost 1
Phi-4 Mini Instructwon 2 · lost 1
Open Codestral Mambawon 2 · lost 1
Sarvam 1won 2 · lost 1
WizardLM 2.8x22Bwon 2 · lost 1
Llama 3.2 3B Instructwon 2 · lost 1
Gemma 2 2B Itwon 2 · lost 1
Llama 3.3 Instruct Turbo (70B)won 2 · lost 1
Open Mixtral 8x22bwon 2 · lost 1
Dolphin 2.5 Mixtral 8x7bwon 2 · lost 1
Gemma2 9B Cpt Sea Lionv3 Instructwon 2 · lost 1
Reflection Llama 3.1 70Bwon 2 · lost 1
GLM-5.3 Flashwon 2 · lost 1
Llama 3.2 1B Instructwon 2 · lost 1
DeepSeek Chatwon 2 · lost 1
DeepSeek V4 Prowon 2 · lost 1
Qwen2.5 32B Instructwon 2 · lost 1
LongWriter Glm4 9Bwon 2 · lost 1
GLM-5 Turbowon 2 · lost 1
Granite 3.1 3B A800M Instructwon 2 · lost 1
Phi 3 Medium 4k Instructwon 2 · lost 1
Granite 3.1 8B Instructwon 2 · lost 1
Sarvam 30Bwon 2 · lost 1
Qwen2.5 14B Instructwon 2 · lost 1
Qwen3 Vl 235B A22B Instructwon 2 · lost 1
Phi 3 Medium 128k Instructwon 2 · lost 1
Gemma 3 27B Itwon 2 · lost 1
Smaug Llama 3 70B Instructwon 2 · lost 1
Llama 3 70B Chat HFwon 2 · lost 1
GPT-5.6 Astrawon 2 · lost 1
Phi 3 Small 128k Instructwon 2 · lost 1
Granite 3.0 8B Instructwon 2 · lost 1
Claude Opus 4.6won 2 · lost 1
Claude Sonnet 4.6won 2 · lost 1
Mimo V2.6 Prowon 2 · lost 1
GPT OSS Safeguard 20Bwon 2 · lost 1
EAI Llama 3.1 8B Instruct SageAlignwon 2 · lost 1
Gemma 3 12B Itwon 2 · lost 1
SeaLLM 7B V2won 2 · lost 1
Apertus 70B Instructwon 2 · lost 1
GPT-6 Solwon 2 · lost 1
Granite 4.0 H Microwon 2 · lost 1
Granite 4.0 H Tinywon 2 · lost 1
Gemini 3 Prowon 2 · lost 2
GPT-4.1 Nanowon 2 · lost 2
GPT-4o Miniwon 2 · lost 2
Palmyra X5won 2 · lost 2
GPT-4.1 Miniwon 2 · lost 2
O4 Miniwon 2 · lost 2
Palmyra Xwon 2 · lost 2
Qwen3 235B A22B Instructwon 2 · lost 2
Palmyra Finwon 2 · lost 2
Gemini 2.5 Flash Litewon 2 · lost 2
Qwen3 Next 80B A3B Thinkingwon 2 · lost 2
GPT-4.5won 2 · lost 2
Claude 3.7 Sonnetwon 2 · lost 2
GPT-4owon 2 · lost 2
Qwen2 72B Instructwon 2 · lost 2
O3 Miniwon 2 · lost 2
Claude 3 Sonnetwon 2 · lost 2
GPT-4.1won 2 · lost 2
O1 Miniwon 2 · lost 2
GPT-4 Turbowon 2 · lost 2
O3won 2 · lost 2
O1won 2 · lost 2
Komodo 7B Basewon 1 · lost 2
Phi 3 Small 8k Instructwon 1 · lost 2
Phi 3 Mini 128k Instructwon 1 · lost 2
Mistral Largewon 1 · lost 2
Phi 3.5 Mini Instructwon 1 · lost 2
K2 Chatwon 1 · lost 2
Llama 3.1 Tulu 3 8B SFTwon 1 · lost 2
Phi 3 Mini 4k Instructwon 1 · lost 2
Nova Prowon 1 · lost 2
GPT-5.6 Solwon 1 · lost 2
Qwen3.8 Maxwon 1 · lost 2
Llama 3.1 Tulu 3 8B DPOwon 1 · lost 2
Krutrim 2 Instructwon 1 · lost 2
GLM-5.1won 1 · lost 2
Llama 3.1 Tulu 3 8Bwon 1 · lost 2
Qwen3.5 35B A3Bwon 1 · lost 2
EAI SageAlign 8B LoRAwon 1 · lost 2
Qwen Maxwon 1 · lost 2
GPT-4won 1 · lost 2
Phi 3.5 MoE Instructwon 1 · lost 2
Nova Microwon 1 · lost 2
Llama 3 8B Chat Hfwon 1 · lost 2
GPT-5.6 Lunawon 1 · lost 2
Nova Litewon 1 · lost 2
C4ai Aya Expanse 32Bwon 1 · lost 2
C4ai Aya Expanse 8Bwon 1 · lost 2
Llama 3.2 Vision (11B)won 1 · lost 2
Titan Text Express V1won 1 · lost 2
Internlm2 Chat 20Bwon 1 · lost 2
Qwen2.5 72B Instructwon 1 · lost 2
Llama 2 70B Chat Hfwon 1 · lost 2
Llama 2 13B Chat Hfwon 1 · lost 2
Llama 3 8B Instruct RRwon 1 · lost 2
Nova Premierwon 1 · lost 2
Granite 4.0 H Smallwon 1 · lost 2
Llama 2 7B Chat Hfwon 1 · lost 2
Sarvam 105Bwon 1 · lost 2
GPT-5.4won 1 · lost 2
Llama 3 8B Instruct MopeyMulewon 1 · lost 2
Cogito 671B V2 P1won 1 · lost 2
Claude Opus 4.7won 1 · lost 2
Foundation Sec 8B Instructwon 1 · lost 2
Gemma 2 27B Itwon 1 · lost 2
Meta SecAlign 8Bwon 1 · lost 2
Apriel 1.5 15B Thinkerwon 1 · lost 2
Phi 4won 1 · lost 2
GLM-4.5 Airwon 1 · lost 3
Grok 3 Miniwon 1 · lost 3
GPT OSS 120Bwon 1 · lost 3
Claude Haiku 4.5won 1 · lost 3
Claude Opus 4won 1 · lost 3
Qwen 2.5 Instruct Turbo (72B)won 1 · lost 3
Claude Sonnet 4.5won 1 · lost 3
Claude Sonnet 4won 1 · lost 3
GPT-5.1won 1 · lost 3
GPT-5 Miniwon 1 · lost 3
GPT-5won 1 · lost 3
GPT-5 Nanowon 1 · lost 3
Claude 3 Opuswon 1 · lost 3
Claude 3.5 Sonnetwon 1 · lost 3
Qwen3.5 27Bwon 0 · lost 3
GPT-6 Lunawon 0 · lost 3
Qwen3.5 122B A10Bwon 0 · lost 3
Llama 3.1 Nemotron 70B Instruct HFwon 0 · lost 3
Fugu Ultra V2won 0 · lost 3
Grok 4.5won 0 · lost 3
GPT-5.5won 0 · lost 3
Llama 3.2 90B Vision Instruct Turbowon 0 · lost 3
GPT-5.6 Terrawon 0 · lost 3
Qwen3.5 397B A17Bwon 0 · lost 3
Mistral NeMo Minitron 8B Instructwon 0 · lost 3
Claude Opus 5won 0 · lost 3
GPT-5.2won 0 · lost 3
Grok 4.6won 0 · lost 3
MiniMax M2won 0 · lost 3
Claude 3.5 Haikuwon 0 · lost 3
Muse Spark 1.1won 0 · lost 3
Claude Opus 4.8won 0 · lost 3
Inklingwon 0 · lost 3
Grok 4.7won 0 · lost 3
Hy3won 0 · lost 3
MiniMax M2.7won 0 · lost 3
Claude Opus 5.5won 0 · lost 3
Claude Sonnet 5won 0 · lost 3

§ 3 · Sources

Where the numbers come from

1 publication, 5 figures. Every one links to the page it was read from.

HELM Safety ↗5 measuresread 2026-09-27
HELM Safety · HarmBench 56.9%HELM Safety · SimpleSafetyTests 98.5%HELM Safety · Anthropic Red Team 99%HELM Safety · BBQ 96.6%HELM Safety · XSTest 98.8%

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PublicAI Index badge for Qwen3 235B A22B Throughput[![PublicAI Index](https://publicai.io/model-index/badge?model=qwen3-235b-a22b-throughput)](https://publicai.io/model-index/m/qwen3-235b-a22b-throughput)