inclusionAI
inclusionAI: Ling 3.0 Flash VL
inclusionai/ling-3.0-flash-vl
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual agent capabilities. Hybrid instant/reasoning model with tool calling.
Input
$0.06
/ 1M tokens
Output
$0.18
/ 1M tokens
Context window
131.07K
tokens
Limits
Context
131,072
tokens
Max output
32,768
25% of the context window
Parameters
124,848,460,496
Model facts
Author
inclusionAI
Tokenizer
Other
Modality
Text + Image + Video -> Text
License
MIT
Created
Sep 10, 2026
Hugging Face
inclusionAI/Ling-3.0-flash-VL
Publication status
Hugging Face: verifiedLicense: publishedParameter count: published
Modalities
Input · TextInput · ImageInput · VideoOutput · Text
Generation controls
Frequency penaltyInclude reasoningLogit biasMax tokensMin pPresence penaltyReasoningRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop p
Capability scores
28.7
Agentic index
Better than 62% of models compared
57
Coding index
Better than 62% of models compared
24.6
Intelligence index
Better than 59% of models compared