Ling-3.0-flash-VL
InclusionAI · 1 configuration
Intelligence24.6
Input / 1M$0.08
Output / 1M$0.22
Context262.1K
Tariff: InclusionAI · Source: artificial-analysis · USD per million tokens
Thinking configuration
What does more thinking buy you?
Compare this model’s measured thinking configurations.
Scroll the chart ↔ · tap a point for details
Efficient frontier: best measured score at each cost1 measured configurations · 0 without both values
Selected: thinking thinking · Click a point to switch configuration
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...
Intelligence IndexArtificial Analysis composite index, not a percentage. Different versions of the index are not directly comparable.
24.6 pointsGPQA DiamondGraduate-level scientific questions. Measures specialist reasoning rather than web-search quality.
86.2 %Humanity’s Last ExamDifficult questions across many disciplines, compared under the same evaluation setup.
22.0 %SciCodeCode generation for scientific research problems.
44.2 %Terminal-Bench 2.1Agent tasks in a terminal environment. Results also depend on the evaluation harness.
64.4 %MMMU-ProMultimodal understanding of academic problems that include images.
79.0 %Omniscience accuracyFactual accuracy in Artificial Analysis's Omniscience evaluation.
14.3 %Specifications from the catalog
Inputtext, image, video
Outputtext
Tool callingYes
Structured outputYes
Speed143.6 tok/s
First token1.86 s
Maximum output32.8K
Catalog listing date2026-09-10