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Ling 3.1 Flash

InclusionAI

InclusionAI's hybrid reasoning language model for coding, analysis and tool-using agents, available through the inclusionai/ling-3.1-flash route on Vercel AI Gateway and OpenRouter. Gateway availability was announced September 30, 2026; provider catalog dates differ, so the original release date remains unknown. Hosted providers report a 560B-class MoE with 25B activated parameters; exact parameter counts and a downloadable checkpoint have not been verified.

Benchmark scores

BenchmarkScore
AA-Briefcase v1.1 Elo1400
AA-LCR v1.183.0
AA-Omniscience Index2.2
Artificial Analysis Intelligence Index v4.3.241.1
Artificial Analysis Omniscience Accuracy29.1
Artificial Analysis Omniscience Hallucination Rate37.9
AutomationBench-AA 1.0.661.7
Capability160.6
CritPt (avg@5)18.0
Design Arena Overall Code Categories1319
GDP.pdf (Artificial Analysis, All-pass)10.0
GDP.pdf (Artificial Analysis, Mean Criteria)59.2
GDPval-AA v2.11622
Humanity's Last Exam (Text-Only)39.4
SciCode 1.0.1 (Artificial Analysis)54.1
Terminal-Bench 4.0 (Artificial Analysis)33.3
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