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InclusionAI

Ling 3.1 Flash

ReasoningClosed weightsModels.dev
Intelligence
41.1
Rank 58 of 744 measured models
Output speed
211 t/s
Rank 32 of 403 measured models
Price/1M
$0.45
Rank 256 of 659 measured models
Context window
1M
Rank 84 of 1199 measured models
Cost per task
$1.0
Rank 129 of 193 measured models

Ling 3.1 Flash scores 41.1 on the Artificial Analysis Intelligence Index, ranking 58th of 744 measured models. The closest models on this index are Claude Opus 4.8 (batch) (41.8), Gemini 3.8 Flash (40.9), and Claude Opus 4.7 (40.7). At $0.45 per million tokens (3:1 input/output blended price), it is cheaper than Gemini 3.8 Flash ($1.50) and Claude Opus 4.7 ($10). With an output speed of 211 t/s, it is faster than Gemini 3.8 Flash (140 t/s) and Claude Opus 4.7 (52.9 t/s).

Artificial Analysis Indices
Intelligence41.1
Rank 58 of 744 measured models
Capability indexes
Performance in specific industries, measured by Artificial Analysis
Finance & Accounting41.9
Rank 64 of 218 measured models
Strategy & Ops45.1
Rank 65 of 218 measured models
Legal38.2
Rank 86 of 218 measured models
Engineering42.1
Rank 59 of 217 measured models
Economics47.7
Rank 68 of 225 measured models
Standard Benchmarks
HLE39.4%
Rank 88 of 664 measured models
SciCode54.1%
Rank 66 of 231 measured models
AA-LCR83.0%
Rank 25 of 575 measured models
Terminal-Bench v433.3%
Rank 37 of 218 measured models
Models at a similar level
The closest models on the Intelligence Index, one configuration per family.

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