Request a pilot
‹ PublicAI Index

The LLM benchmark aggregator.

Ling 3.0 Tiny

InclusionAI

Strongest in Knowledge work (#129 of 198), weakest in Agents (#204 of 289). Above par in 0 of 4 scopes. Among the models it meets almost everywhere, it finishes behind Claude Fable 5 and GPT-6 Astra and ahead of Command A and UI-TARS 1.5 7B.

§ 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.

Core abilities43.6#183/225
General intelligence40.8#180/214
Agents45.3#204/289
Knowledge work42.4#129/198

§ 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 Tiny, left for the other.

Gemma 3 4B Itwon 3 · lost 0
Llama 4 Scout Instructwon 4 · lost 0
K2 Horizon 0.9Bwon 4 · lost 0
Nemotron 3 Nano 4Bwon 4 · lost 0
Ministral 3 3Bwon 4 · lost 0
Ministral 3 8Bwon 4 · lost 0
Ministral 3 14Bwon 4 · lost 0
Celeris 1won 4 · lost 0
GPT-4o Miniwon 4 · lost 0
Mistral Small 4won 4 · lost 0
Qwen3 Coder Nextwon 4 · lost 0
Gemma 4 E4Bwon 4 · lost 0
Granite 4.2 3Bwon 4 · lost 0
North Mini Codewon 4 · lost 0
GPT-4.1 Nanowon 4 · lost 0
NVIDIA Nemotron 3.5 Lightning 30B A3Bwon 3 · lost 1
Claude Haiku 4.5won 3 · lost 1
Gemma 4 31Bwon 3 · lost 1
NVIDIA Nemotron 3 Ultra 550B A55Bwon 3 · lost 1
UI-TARS 1.5 7Bwon 2 · lost 1
Command Awon 2 · lost 1
Qwen3.5 9Bwon 2 · lost 2
Granite 4.2 8Bwon 2 · lost 2
Trinity Largewon 2 · lost 2
Gemma 3 27B Itwon 2 · lost 2
Mercury 2.5won 2 · lost 2
Command A+won 2 · lost 2
Granite 4.2 30Bwon 2 · lost 2
Llama 4 Maverick Instructwon 2 · lost 2
Mistral Small 3.2won 2 · lost 2
Mistral Large 3won 2 · lost 2
DeepSeek V3won 2 · lost 2
Qwen3 30B A3B Thinkingwon 2 · lost 2
Qwen3 Next 80B A3B Thinkingwon 2 · lost 2
Gemini 3.1 Flash Litewon 2 · lost 2
DeepSeek R1won 2 · lost 2
Qwen3 235B A22B Thinkingwon 2 · lost 2
Gemini 2.5 Prowon 2 · lost 2
Qwen3.6 27Bwon 1 · lost 2
Qwen3.6 Pluswon 1 · lost 2
Qwen2.5 Vl 72B Instructwon 1 · lost 2
GPT-5.4 Miniwon 1 · lost 3
GPT-5.4 Nanowon 1 · lost 3
Nemotron 3.5 Super VLwon 1 · lost 3
Mistral Medium 3.5won 1 · lost 3
Mistral Large 4won 1 · lost 3
GPT OSS 20Bwon 1 · lost 3
Inklingwon 1 · lost 3
GPT-4.1 Miniwon 1 · lost 3
Qwen3 32Bwon 1 · lost 3
Qwen3 14Bwon 1 · lost 3
Gemini 3.1 Prowon 1 · lost 3
Grok 4.3won 0 · lost 3
Mistral Smallwon 0 · lost 3
Grok Build 0.1won 0 · lost 3
Gemini 2.5 Flash Litewon 0 · lost 3
Kimi K2.6won 0 · lost 3
NVIDIA Nemotron 3 Super 120B A12Bwon 0 · lost 3
Gemma 4 12Bwon 0 · lost 3
G9v3 39A5Bwon 0 · lost 3
Mistral Mediumwon 0 · lost 3
Muse Spark 1.1won 0 · lost 3
Kimi K2won 0 · lost 3
GPT-4.1won 0 · lost 3
Qwen3 235B A22B Instructwon 0 · lost 3
Qwen3.8 Flashwon 0 · lost 3
Gemini 2.5 Flashwon 0 · lost 3
GPT-5.2won 0 · lost 3
GPT-5 Nanowon 0 · lost 3
Claude Opus 4.5won 0 · lost 3
Qwen3.7 Maxwon 0 · lost 3
O4 Miniwon 0 · lost 3
O3won 0 · lost 3
Grok 4won 0 · lost 3
Gemini 3.6 Flashwon 0 · lost 3
Gemini 3.5 Flashwon 0 · lost 3
Gemini 3 Prowon 0 · lost 3
Kimi K2.7 Codewon 0 · lost 4
MiniCPM5 2Bwon 0 · lost 4
Claude Haiku 5.5won 0 · lost 4
MiniMax M3won 0 · lost 4
K2 Horizon 3.7Bwon 0 · lost 4
Qwen3.5 122B A10Bwon 0 · lost 4
Beam 1.0won 0 · lost 4
Ring 2.6.1Twon 0 · lost 4
Muse Glimmerwon 0 · lost 4
Gemini 3.5 Flash Litewon 0 · lost 4
Muse Spark Openwon 0 · lost 4
Qwen3.6 35B A3Bwon 0 · lost 4
GPT-5.6 Lunawon 0 · lost 4
LongCat 2.0won 0 · lost 4
GPT-6 Lunawon 0 · lost 4
GPT OSS 120Bwon 0 · lost 4
GLM-4.6won 0 · lost 4
K2 Horizon 7Bwon 0 · lost 4
A.X K2won 0 · lost 4
Nemotron 3.5 Bolt 74B-A9Bwon 0 · lost 4
GLM-5.2won 0 · lost 4
Claude Sonnet 5won 0 · lost 4
Claude Sonnet 4.6won 0 · lost 4
Ling 3.0 Flash Finwon 0 · lost 4
GLM-5.3 Flashwon 0 · lost 4
Solar Mini 4won 0 · lost 4
DeepSeek V4 Flashwon 0 · lost 4
Ling 3.0 Flash VLwon 0 · lost 4
K2 Horizon MoVA 36B A4Bwon 0 · lost 4
Hy3won 0 · lost 4
Qwen3.7 Pluswon 0 · lost 4
Step 5won 0 · lost 4
Apodex 1.1won 0 · lost 4
Inkling Smallwon 0 · lost 4
GPT-5.5 Instantwon 0 · lost 4
DeepSeek V3.2won 0 · lost 4
Solar Pro4won 0 · lost 4
DeepSeek V3.1 Terminuswon 0 · lost 4
K2 Horizon 375B A23Bwon 0 · lost 4
Claude Sonnet 4.5won 0 · lost 4
Qwen3.8 27Bwon 0 · lost 4
GLM-5.3won 0 · lost 4
Qwen3.5 397B A17Bwon 0 · lost 4
DeepSeek V4 Prowon 0 · lost 4
JT-4.1 Flash 236B A21Bwon 0 · lost 4
Muse Spark 1.2won 0 · lost 4
DeepSeek V4 Flash Visionwon 0 · lost 4
GPT-5.6 Terrawon 0 · lost 4
Mimo V2.6 Flashwon 0 · lost 4
Claude Opus 4.7won 0 · lost 4
Claude Opus 5won 0 · lost 4
GPT-5.4won 0 · lost 4
Gemini 3.8 Flashwon 0 · lost 4
Qwen3.8 2.4T A95Bwon 0 · lost 4
Grok 4.6won 0 · lost 4
Ling 3.1 Flashwon 0 · lost 4
Claude Sonnet 5.5won 0 · lost 4
Gemini 3.7 Flashwon 0 · lost 4
Mimo V2.6 Prowon 0 · lost 4
GPT-5 Miniwon 0 · lost 4
MiniMax M3.1 Flashwon 0 · lost 4
Qwen3.8 Flash Nextwon 0 · lost 4
Claude Opus 4.8won 0 · lost 4
Qwen3.8 Maxwon 0 · lost 4
Kimi K3won 0 · lost 4
GPT-5won 0 · lost 4
Claude Sonnet 4won 0 · lost 4
Grok 4.5won 0 · lost 4
GPT-6 Solwon 0 · lost 4
DeepSeek V4.1 Flashwon 0 · lost 4
Grok 4.7won 0 · lost 4
Kimi K2.5won 0 · lost 4
GPT-5.6 Solwon 0 · lost 4
GPT-5.5won 0 · lost 4
Claude Opus 5.5won 0 · lost 4
Muse Wonderwon 0 · lost 4
Muse Spark 1.3won 0 · lost 4
Muse Wonder Fullwon 0 · lost 4
Claude Fable 5.1won 0 · lost 4
Gemini 4 Argonwon 0 · lost 4
GPT-6.1 Solwon 0 · lost 4
GPT-6 Astrawon 0 · lost 4
Claude Fable 5won 0 · lost 4

§ 3 · Sources

Where the numbers come from

3 publications, 3 figures. Every one links to the page it was read from.

Artificial Analysis ↗1 measureread 2026-10-19
Artificial Analysis Intelligence Index 11
GDPval-AA ↗1 measureread 2026-10-19
GDPval-AA 561
AA-Briefcase ↗1 measureread 2026-10-19
AA-Briefcase 475

Badge

PublicAI Index badge for Ling 3.0 Tiny[![PublicAI Index](https://publicai.io/model-index/badge?model=ling-3-0-tiny)](https://publicai.io/model-index/m/ling-3-0-tiny)