Ling-3.1-flash

inclusionai/ling-3.1-flash

InclusionAI hybrid reasoning text model with a hybrid-linear mixture-of-experts architecture, 560 billion total parameters and 25 billion active parameters per token.

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Context window: -
Input: Text
Output: Text
Released: —

Model parameters: 560B
Active parameters: 25B
Weights: Open
License: MIT
Capabilities: Reasoning, Tool call

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Batch processing

Performance

Overall capability

57.2/100

Coding: 61.5
Reasoning: 64.3
Professional work: 65.4
Knowledge & language: 52.3


AA-LCRLing 3.1 Flash	Knowledge & language	Artificial Analysis	2026-11-05
AutomationBench-AALing 3.1 Flash	Professional work	Artificial Analysis	2026-11-05
CritPtLing 3.1 Flash	Reasoning	Artificial Analysis	2026-11-05
AA-Briefcase	Professional work	Artificial Analysis	2026-11-05
SciCodeLing 3.1 Flash	Coding	Artificial Analysis	2026-11-05
MLCR-AA（Artificial Analysis）Ling 3.1 Flash	Knowledge & language	Artificial Analysis	2026-11-05
Humanity’s Last ExamLing 3.1 Flash	Reasoning	Artificial Analysis	2026-11-05
GDPval-AA	Professional work	Artificial Analysis	2026-11-05

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ModelRegistry · Catalog updated 2026-11-05