InclusionAI

Ling 3.0 Flash

ReasoningOpen weightsModels.devHugging Face
Intelligence
20.1
Rank 259 of 768 measured models
Coding
50.6
Rank 122 of 299 measured models
Output speed
321 t/s
Rank 14 of 425 measured models
Price/1M
$0.111
Rank 116 of 726 measured models
Context window
1M
Rank 90 of 1296 measured models
Cost per task
$0.0277
Rank 22 of 218 measured models

Ling 3.0 Flash scores 20.1 on the Artificial Analysis Intelligence Index, ranking 259th of 768 measured models. The closest models on this index are GPT-5.1 Codex mini (High) (20.4), o3 (20.2), and Qwen3.8 27B (20.1). At $0.111 per million tokens (3:1 input/output blended price), it is cheaper than GPT-5.1 Codex mini (High) ($0.688), o3 ($3.50), and Qwen3.8 27B ($1.13). With an output speed of 321 t/s, it is faster than GPT-5.1 Codex mini (High) (175 t/s), o3 (151 t/s), and Qwen3.8 27B (41.4 t/s).

Artificial Analysis Indices
Intelligence20.1
Rank 259 of 768 measured models
Coding50.6
Rank 122 of 299 measured models
Agentic19.3
Rank 100 of 190 measured models
Capability indexes
Performance in specific industries, measured by Artificial Analysis
Finance & Accounting19.7
Rank 177 of 241 measured models
Strategy & Ops13.6
Rank 183 of 241 measured models
Legal21.8
Rank 176 of 241 measured models
Healthcare & Medical18.3
Rank 149 of 185 measured models
Engineering23.8
Rank 162 of 240 measured models
Economics31.0
Rank 156 of 248 measured models
Standard Benchmarks
GPQA Diamond85.5%
Rank 133 of 620 measured models
HLE23.7%
Rank 209 of 681 measured models
SciCode42.0%
Rank 177 of 248 measured models
AA-LCR73.0%
Rank 197 of 592 measured models
Terminal-Bench 2.155.4%
Rank 113 of 245 measured models
Terminal-Bench 4.00.0%
Rank 170 of 240 measured models
τ-Bench Banking27.2%
Rank 80 of 211 measured models
Models at a similar level
The closest models on the Intelligence Index, one configuration per family.

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