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Ling 3.0 Flash VL

InclusionAI · 125B · open weights

Strongest in Knowledge work (#46 of 178), weakest in Safety (#283 of 337). Above par in 4 of 10 scopes. Among the models it meets almost everywhere, it finishes behind Mimo V2.6 Pro and Grok 4.7 and ahead of Grok 4 and Gemma 3 4B It.

§ 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.

Agents54.8#68/268
Knowledge work56.2#46/178
Core abilities49.7#104/204
General intelligence49.6#106/204
Safety45.5#283/337
Toxicity avoidance55.1#106/272
Secure code51.7#140/274
Harm refusal45.6#234/300
Jailbreak resistance32.1#249/272
Fairness41.9#264/300

§ 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 Ling 3.0 Flash VL, left for the other.

OLMoE 1B-7B Instructwon 6 · lost 0
OLMo 7B Instruct Hfwon 5 · lost 1
RakutenAI 7B Chatwon 5 · lost 1
SmolLM 1.7B Instructwon 5 · lost 1
DBRX Instructwon 5 · lost 1
PowerMoE 3Bwon 5 · lost 1
Phi 2won 5 · lost 1
Qwen2.5 7B Instructwon 5 · lost 1
Gemma 7B Itwon 5 · lost 1
H2o Danube3 500M Chatwon 5 · lost 1
PowerLM 3Bwon 5 · lost 1
Smollm2 1.7B Instructwon 5 · lost 1
Laguna Xs 2.1won 5 · lost 1
Qwen2.5 0.5B Instructwon 5 · lost 1
Command Awon 7 · lost 2
Magistral Smallwon 6 · lost 2
Jamba Mini 1.7won 6 · lost 2
Qwen3 30B A3B Instructwon 5 · lost 2
Grok Build 0.1won 7 · lost 3
Mistral Instruct v0.1 (7B)won 4 · lost 2
LFM2 350Mwon 4 · lost 2
Falcon Mamba 7B Instructwon 4 · lost 2
GLM-4 9B Chatwon 4 · lost 2
Nous Hermes 2 Mixtral 8x7b Dpowon 4 · lost 2
SmolLM2 360M Instructwon 4 · lost 2
CodeLlama 7B Instruct Hfwon 4 · lost 2
OLMo 2 7B Instructwon 4 · lost 2
Gemma 2B Itwon 4 · lost 2
Aya 23 8Bwon 4 · lost 2
Laguna S 2.1won 4 · lost 2
Falcon H1 0.5B Instructwon 4 · lost 2
GPT-3.5 Turbowon 4 · lost 2
DeepSeek R1 Distill Llama 8Bwon 4 · lost 2
H2o Danube3 4B Chatwon 4 · lost 2
Zephyr 7B Betawon 4 · lost 2
Mistral Smallwon 6 · lost 3
Llama 3.1 8B Instructwon 5 · lost 3
Magistral Mediumwon 5 · lost 3
Jamba Large 1.7won 5 · lost 3
Nemotron 3 Ultra 550B A55Bwon 6 · lost 4
DeepSeek V3won 6 · lost 4
Command R7Bwon 4 · lost 3
Grok 4.1 Fastwon 4 · lost 3
Gemma 3 4B Itwon 5 · lost 4
Grok 4won 5 · lost 4
RakutenAI 7B Instructwon 3 · lost 3
Mistral Instruct v0.3 (7B)won 3 · lost 3
Qwen2 7B Instructwon 3 · lost 3
SEA LION V1 7B ITwon 3 · lost 3
Qwen1.5 14B Chatwon 3 · lost 3
DeepSeek R1 Distill Qwen 7Bwon 3 · lost 3
Llama 3.1 Instruct Turbo (70B)won 3 · lost 3
LFM2 700Mwon 3 · lost 3
SmolLM 360M Instructwon 3 · lost 3
Open Mixtral 8x7bwon 3 · lost 3
Open Codestral Mambawon 3 · lost 3
Qwen2.5 3B Instructwon 3 · lost 3
LFM2 1.2Bwon 3 · lost 3
Granite 3.0 1B A400M Instructwon 3 · lost 3
QwQ 32Bwon 3 · lost 3
Jamba Instructwon 3 · lost 3
Gemini 2.5 Flash Litewon 3 · lost 3
Gemma 4 E2Bwon 4 · lost 4
Qwen3 8Bwon 4 · lost 4
NVIDIA Nemotron 3 Super 120B A12Bwon 4 · lost 4
Ling 3.0 Flashwon 4 · lost 4
Gemini 2.0 Flashwon 4 · lost 4
Grok 3won 4 · lost 4
Grok 4.3won 5 · lost 5
Kimi K2.7 Codewon 5 · lost 5
Kimi K2.6won 5 · lost 5
GPT-4.1 Nanowon 5 · lost 5
Gemma 3 27B Itwon 5 · lost 5
Llama 4 Scout Instructwon 5 · lost 5
GPT OSS 20Bwon 5 · lost 5
Qwen3.5 122B A10Bwon 5 · lost 5
GPT OSS 120Bwon 5 · lost 5
GLM-4.6won 5 · lost 5
GPT-4.1 Miniwon 5 · lost 5
Qwen3.7 Maxwon 5 · lost 5
DeepSeek R1won 5 · lost 5
Gemini 2.5 Prowon 5 · lost 5
Gemma 4 12Bwon 4 · lost 5
Llama 3.2 1B Instructwon 3 · lost 4
Llama 3.2 3B Instructwon 3 · lost 4
Nova Prowon 3 · lost 4
Mistral Largewon 3 · lost 4
GPT-4o Miniwon 4 · lost 6
Claude Haiku 4.5won 4 · lost 6
Inklingwon 4 · lost 6
Gemini 3.6 Flashwon 4 · lost 6
Gemini 3.5 Flashwon 4 · lost 6
Gemma 4 31Bwon 4 · lost 6
Phi-4 Mini Instructwon 3 · lost 5
Gemma 3 12B Itwon 3 · lost 5
O3 Miniwon 3 · lost 5
Gemma 4 E4Bwon 3 · lost 5
GPT-4won 3 · lost 5
Claude 3.5 Haikuwon 3 · lost 5
Gemma 4 26B A4Bwon 3 · lost 5
GPT-5.1won 3 · lost 5
GLM-5.1won 3 · lost 5
Claude 3 Haikuwon 3 · lost 5
Llama 3 70B Instructwon 3 · lost 5
Claude Sonnet 4.6won 3 · lost 5
GLM-4.5won 3 · lost 5
Mimo V2.6 Flashwon 2 · lost 4
Jamba 1.6 Miniwon 2 · lost 4
Command R Pluswon 2 · lost 4
NexusRaven V2 13Bwon 2 · lost 4
Jamba 1.5 Largewon 2 · lost 4
Gemma 2 9B Itwon 2 · lost 4
Jamba 1.5 Miniwon 2 · lost 4
Aya 23 35Bwon 2 · lost 4
Jamba 1.6 Largewon 2 · lost 4
Sarvam 1won 2 · lost 4
SeaLLMs V3 7B Chatwon 2 · lost 4
DeepSeek Reasonerwon 2 · lost 4
Qwen2.5 1.5B Instructwon 2 · lost 4
Mistral Small 24B Instructwon 2 · lost 4
Komodo 7B Basewon 2 · lost 4
WizardLM 2.8x22Bwon 2 · lost 4
IBM Granite 4.0 Microwon 2 · lost 4
Hunyuan A13B Instructwon 2 · lost 4
Llama 3.3 Instruct Turbo (70B)won 2 · lost 4
Gemini 2.0 Flash Litewon 2 · lost 4
Granite 3.0 2B Instructwon 2 · lost 4
Gemini 1.5 Prowon 2 · lost 4
Llama 3.1 Instruct Turbo (405B)won 2 · lost 4
Gemma2 9B Cpt Sea Lionv3 Instructwon 2 · lost 4
LongWriter Glm4 9Bwon 2 · lost 4
Granite 3.1 3B A800M Instructwon 2 · lost 4
Qwen 2.5 Instruct Turbo (7B)won 2 · lost 4
Sarvam 30Bwon 2 · lost 4
Phi 3 Medium 128k Instructwon 2 · lost 4
EAI Llama 3.1 8B Instruct SageAlignwon 2 · lost 4
Krutrim 2 Instructwon 2 · lost 4
EAI SageAlign 8B LoRAwon 2 · lost 4
Nova Litewon 2 · lost 4
GPT-5.6 Lunawon 3 · lost 7
GLM-5.2won 3 · lost 7
Muse Spark 1.1won 3 · lost 7
Hy3won 3 · lost 7
DeepSeek V3.2won 3 · lost 7
DeepSeek V4 Flashwon 3 · lost 7
Llama 4 Maverick Instructwon 3 · lost 7
GPT-5 Miniwon 3 · lost 7
GPT-5won 3 · lost 7
Kimi K2.5won 3 · lost 7
Nova Microwon 2 · lost 5
Granite 3.2 8B Instructwon 2 · lost 5
Granite 3.1 8B Instructwon 2 · lost 5
Claude 3.7 Sonnetwon 2 · lost 5
Qwen3 Next 80B A3B Thinkingwon 2 · lost 5
Qwen3.5 35B A3Bwon 2 · lost 6
MiniMax M2.7won 2 · lost 6
O3won 2 · lost 7
MiniMax M3won 2 · lost 8
GPT-6 Lunawon 2 · lost 8
GLM-5.3 Flashwon 2 · lost 8
Mimo V2.5 Prowon 2 · lost 8
Claude Sonnet 4.5won 2 · lost 8
Qwen3.5 397B A17Bwon 2 · lost 8
DeepSeek V4 Prowon 2 · lost 8
Claude Sonnet 4won 2 · lost 8
DeepSeek LLM 67B Chatwon 1 · lost 5
Mistral 7B Instruct V0.2won 1 · lost 5
Mimo V2.6 Pro Ultraspeedwon 1 · lost 5
DeepSeek V3p1won 1 · lost 5
Yi 1.5 9B Chatwon 1 · lost 5
Qwen2.5 7B Instruct 1Mwon 1 · lost 5
Granite 3.1 2B Instructwon 1 · lost 5
Gemma 2 2B Itwon 1 · lost 5
Granite 3.2 2B Instructwon 1 · lost 5
Fuguwon 1 · lost 5
Granite 3.0 3B A800M Instructwon 1 · lost 5
Llama 3.1 Instruct Turbo (8B)won 1 · lost 5
Starling Lm 7B Betawon 1 · lost 5
Open Mixtral 8x22bwon 1 · lost 5
Dolphin 2.5 Mixtral 8x7bwon 1 · lost 5
Reflection Llama 3.1 70Bwon 1 · lost 5
DeepSeek Chatwon 1 · lost 5
Qwen2.5 32B Instructwon 1 · lost 5
Qwen2.5 14B Instruct 1Mwon 1 · lost 5
Gemini 1.5 Flashwon 1 · lost 5
GLM-5 Turbowon 1 · lost 5
Phi 3 Medium 4k Instructwon 1 · lost 5
Llama 3 8B Instructwon 1 · lost 5
Qwen2.5 14B Instructwon 1 · lost 5
Qwen3 Vl 235B A22B Instructwon 1 · lost 5
Smaug Llama 3 70B Instructwon 1 · lost 5
Llama 3 70B Chat HFwon 1 · lost 5
GPT-5.6 Astrawon 1 · lost 5
Phi 3 Small 128k Instructwon 1 · lost 5
GPT OSS Safeguard 20Bwon 1 · lost 5
Apertus 70B Instructwon 1 · lost 5
Granite 4.0 H Tinywon 1 · lost 5
Phi 3 Mini 128k Instructwon 1 · lost 5
Phi 3.5 Mini Instructwon 1 · lost 5
K2 Chatwon 1 · lost 5
Phi 3 Mini 4k Instructwon 1 · lost 5
Llama 3.1 Tulu 3 8B DPOwon 1 · lost 5
Llama 3.1 Tulu 3 8Bwon 1 · lost 5
Qwen3.5 27Bwon 1 · lost 5
Llama 3 8B Chat Hfwon 1 · lost 5
Llama 3.1 Nemotron 70B Instruct HFwon 1 · lost 5
Internlm2 Chat 20Bwon 1 · lost 5
Fugu Ultra V2won 1 · lost 5
Llama 3 8B Instruct RRwon 1 · lost 5
Nova Premierwon 1 · lost 5
Sarvam 105Bwon 1 · lost 5
Llama 3 8B Instruct MopeyMulewon 1 · lost 5
Llama 3.2 90B Vision Instruct Turbowon 1 · lost 5
Qwen 2.5 Instruct Turbo (72B)won 1 · lost 5
O1 Miniwon 1 · lost 5
Claude 3.5 Sonnetwon 1 · lost 5
Claude Opus 4.6won 1 · lost 5
Phi 4won 1 · lost 6
Kimi K2 Thinkingwon 1 · lost 7
Kimi K2won 1 · lost 8
GPT-4.1won 1 · lost 8
Gemini 2.5 Flashwon 1 · lost 8
GPT-5.2won 1 · lost 8
GPT-5 Nanowon 1 · lost 8
O4 Miniwon 1 · lost 8
Qwen3 235B A22B Instructwon 1 · lost 8
Claude Sonnet 5won 1 · lost 9
GPT-5.6 Terrawon 1 · lost 9
Gemini 3.8 Flashwon 1 · lost 9
Grok 4.5won 1 · lost 9
Grok 4.6won 1 · lost 9
Qwen3.8 Maxwon 1 · lost 9
GPT-6 Solwon 1 · lost 9
GPT-5.6 Solwon 1 · lost 9
Claude Opus 5.5won 1 · lost 9
GPT-5.5won 1 · lost 9
Apertus 8B Instructwon 0 · lost 6
Qwen2 VL 72Bwon 0 · lost 6
Qwen2 57B A14B Instructwon 0 · lost 6
Granite 3.0 8B Instructwon 0 · lost 6
SeaLLM 7B V2won 0 · lost 6
Granite 4.0 H Microwon 0 · lost 6
Phi 3 Small 8k Instructwon 0 · lost 6
Llama 3.1 Tulu 3 8B SFTwon 0 · lost 6
Qwen Maxwon 0 · lost 6
Phi 3.5 MoE Instructwon 0 · lost 6
C4ai Aya Expanse 32Bwon 0 · lost 6
C4ai Aya Expanse 8Bwon 0 · lost 6
Llama 3.2 Vision (11B)won 0 · lost 6
Titan Text Express V1won 0 · lost 6
Qwen2.5 72B Instructwon 0 · lost 6
Llama 2 70B Chat Hfwon 0 · lost 6
Llama 2 13B Chat Hfwon 0 · lost 6
Granite 4.0 H Smallwon 0 · lost 6
Llama 2 7B Chat Hfwon 0 · lost 6
GPT-4owon 0 · lost 6
Qwen2 72B Instructwon 0 · lost 6
Claude 3 Sonnetwon 0 · lost 6
Cogito 671B V2 P1won 0 · lost 6
Foundation Sec 8B Instructwon 0 · lost 6
Gemma 2 27B Itwon 0 · lost 6
Meta SecAlign 8Bwon 0 · lost 6
Apriel 1.5 15B Thinkerwon 0 · lost 6
GPT-4 Turbowon 0 · lost 6
Mistral NeMo Minitron 8B Instructwon 0 · lost 6
O1won 0 · lost 6
Claude 3 Opuswon 0 · lost 6
Gemini 3 Prowon 0 · lost 6
MiniMax M2won 0 · lost 8
Claude Opus 4won 0 · lost 8
Claude Opus 4.8won 0 · lost 10
Claude Opus 4.7won 0 · lost 10
Claude Opus 5won 0 · lost 10
GPT-5.4won 0 · lost 10
Grok 4.7won 0 · lost 10
Mimo V2.6 Prowon 0 · lost 10

§ 3 · Sources

Where the numbers come from

4 publications, 9 figures. Every one links to the page it was read from.

Artificial Analysis ↗1 measureread 2026-09-26
Artificial Analysis Intelligence Index 25
GDPval-AA ↗1 measureread 2026-09-26
GDPval-AA 1150
AA-Briefcase ↗1 measureread 2026-09-26
AA-Briefcase 984
Enkrypt AI Safety Leaderboard ↗6 measuresread 2026-09-26
Enkrypt · Jailbreak risk 27.9%Enkrypt · Harmful content risk 5.6%Enkrypt · CBRN risk 52.2%Enkrypt · Toxicity risk 2.7%Enkrypt · Bias risk 90.4%Enkrypt · Insecure code risk 30.2%

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