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Ling 3.0 Flash VL

InclusionAI · 124.8B parameters

InclusionAI's visual extension of Ling 3.0 Flash, supporting text, image and video input with optional thinking and agentic tool use. The complete checkpoint has 124,848,440,016 parameters after excluding 20,480 non-parameter routing-bias buffer elements; its model card reports approximately 5.5B active parameters per token and a 256K supported context; the default language configuration uses 131,072 positions.

Benchmark scores

BenchmarkScore
AA-Briefcase Elo986
AA-Briefcase v1.1 Elo985
AA-LCR v1.178.3
AA-Omniscience Index-4.5
Artificial Analysis Intelligence Index v4.325.0
Artificial Analysis Intelligence Index v4.3.224.6
Artificial Analysis Omniscience Accuracy14.3
Artificial Analysis Omniscience Hallucination Rate22.0
Artificial Analysis Openness Index44.4
Artificial Analysis Progress Index v1281
AutomationBench-AA 1.0.615.7
BuseyBench SVG3.7
Capability150.7
CritPt (avg@5)2.0
GDP.pdf (Artificial Analysis, All-pass)8.4
GDP.pdf (Artificial Analysis, Mean Criteria)58.6
GDPval-AA v21225
GDPval-AA v2.11170
GPQA Diamond (Artificial Analysis avg@5)86.2
Humanity's Last Exam (Text-Only)22.0
Humanity's Last Exam Diamond7.6
Medical Long Context Reasoning (MLCR-AA, October 2026 methodology)5.0
MLCR-AA Accuracy (October 2026 methodology)15.6
MLCR-AA Completeness (October 2026 methodology)12.8
MMMU Pro79.0
ObviousBench91.7
SciCode 1.0.1 (Artificial Analysis)44.2
Terminal-Bench 2.164.4
Terminal-Bench 4.0 (Artificial Analysis)0.0
𝜏³-Banking34.4
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