inclusionAI
inclusionAI: Ling 3.1 Flash
inclusionai/ling-3.1-flash
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Input
$0.075
/ 1M tokens
Output
$0.225
/ 1M tokens
Context window
262.14K
tokens
Limits
Context
262,144
tokens
Max output
235,929
90% of the context window
Model facts
Author
inclusionAI
Tokenizer
Other
Modality
Text -> Text
Created
Oct 2, 2026
Publication status
Hugging Face: not mappedLicense: not publishedParameter count: not published
Modalities
Input · TextOutput · Text
Generation controls
Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensMin pPresence penaltyReasoningRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p
Capability scores
41.1
Intelligence index
Better than 86% of models compared