Models / inclusionai

Ling 3.0 Flash VL

by inclusionai · 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...

reasoningtool-usevisionreleased 2026-09-10

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Legal score · raw

not yet benchmarked

Context

131K

max output 33K

Input

$0.07

per 1M tokens

Output

$0.22

per 1M tokens

Suite cost

no run recorded

Prompt caching

Grounded answers re-send the same retrieved authority every turn, so a cached read is what a long matter actually costs. Prices are per 1M tokens, from the provider’s own catalog.

Cache read

$0.01

5.0x cheaper than uncached

Uncached input

$0.07

per 1M tokens

Capabilities

Modalities

in textimagevideo

out text

Request parameters it accepts

frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p

Benchmark results

This model has not been run through the suite yet. See Humanity's Last Lawsuit for the benchmark models are ranked on.