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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.

Text
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Specification
Model ID
inclusionai/ling-3.1-flash
Weight license
Not verified; consult the exact publisher model card
Modality
Text >text
Context
1M tokens
Input
$0.045/1M
Output
$0.135/1M
Updated
Nov 15, 2026
Scores
Capabilities
  • Supports tool calling
  • No vision support listed
  • Supports long-context workflows
  • Supports deeper reasoning tasks

Input and output

Accepts Text inputs. Returns Text outputs.

Supported parameters

frequency_penaltyinclude_reasoninglogprobsmax_tokenspresence_penaltyreasoningrepetition_penaltyseedstoptemperaturetool_choicetoolstop_ktop_logprobstop_p

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