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Ling 3.0 Flash

InclusionAI · 127.5B parameters

InclusionAI's MIT-licensed mixture-of-experts model with hybrid reasoning and agentic capabilities. Thinking is enabled by default and can be disabled per request. The complete checkpoint has 127,486,384,608 parameters after excluding 20,992 non-parameter routing-bias buffer elements; the card reports approximately 5.1B active parameters per token.

Benchmark scores

BenchmarkScore
AA-Briefcase Elo802
AA-Briefcase v1.1 Elo798
AA-LCR v1.173.0
AA-Omniscience Index-17.9
Artificial Analysis Intelligence Index v4.320.6
Artificial Analysis Intelligence Index v4.3.220.1
Artificial Analysis Omniscience Accuracy18.2
Artificial Analysis Omniscience Hallucination Rate44.1
Artificial Analysis Openness Index44.4
Artificial Analysis Progress Index v1268
AutomationBench-AA 1.0.63.2
BuseyBench SVG3.5
Capability146.5
Code Migration0.0
Code Migration - CLI0.0
Code Migration - COBOL0.0
Code Migration — Code Quality0.0
CorpFin v261.9
CorpFin v2 - Exact Pages63.5
CorpFin v2 - Max Fitting Context60.0
CorpFin v2 - Shared Max Context62.2
CritPt (avg@5)1.7
Excel Modeling Benchmark25.0
Excel Modeling Benchmark Comps23.4
Excel Modeling Benchmark Dataroom34.5
Excel Modeling Benchmark DCF18.9
Excel Modeling Benchmark LBO17.7
Excel Modeling Benchmark M&A28.5
Excel Modeling Benchmark Misc34.7
Excel Modeling Benchmark Operating17.2
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