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Ling 3.1 Flash 1019

InclusionAI
Proprietary
Reasoning

Intelligence

Intelligence Index

#32 of 266

46.346Grok 4.7 (High)
45.846GPT-6 Astra (Low)
45.445Qwen3.8 Max (0902)
45.145DeepSeek V4.1 Flash 1017 (Max)
44.845GLM-5.3 (Max)
43.944Ling 3.1 Flash 1019
43.744Step 5 Preview
43.443Claude Haiku 5.5 (Max)
42.743MiniMax-M3.1-Flash
42.342Claude Opus 5.5 (Low)

Data from Artificial Analysis

Evaluations

AA-Omniscience Accuracy29.9%#80
Humanity's Last Exam43.5%#36
Terminal-Bench 4.032.8%#34
AA-LCR82.3%#28
SciCode56.8%#22
CritPt26%#27

Ling 3.1 Flash 1019Median

Data from Artificial Analysis

Speed and price

Price

$ per 1M tokens (3:1) · #73 of 169

$0.380.38Mercury 2.5
$0.390.39Trinity Large Thinking
$0.420.42Llama 4 Maverick
$0.430.43Qwen3 Omni 30B A3B (Reasoning)
$0.430.43Qwen3 Omni 30B A3B Instruct
$0.450.45Ling 3.1 Flash 1019
$0.450.45Ling 3.1 Flash
$0.480.48Qwen3 Coder Next
$0.530.53DeepSeek V4.1 Flash 1017 (Max)
$0.530.53MiniMax-M3

Data from Artificial Analysis

Nearby models

Grok 4.7 (High)SpaceXAI46.3
GPT-6 Astra (Low)OpenAI45.8
Qwen3.8 Max (0902)Alibaba45.4
DeepSeek V4.1 Flash 1017 (Max)DeepSeek45.1
GLM-5.3 (Max)Z AI44.8
Step 5 PreviewStepFun43.7
Claude Haiku 5.5 (Max)Anthropic43.4
MiniMax-M3.1-FlashMiniMax42.7

Data from Artificial Analysis

Same lab

Ling 3.1 FlashInclusionAI41.1
Ling-3.0-flash-VLInclusionAI24.6
Ling-3.0-flash-FinInclusionAI22.6
Ring-2.6-1TInclusionAI16.6
Ling 3.0 TinyInclusionAI11.1
Ring-flash-2.0InclusionAI7.2

Data from Artificial Analysis

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