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InclusionAI

Ling 3.0 Flash VL

Ling 3.0 Flash VL is a reasoning model from InclusionAI in the Ling 3.0 family. It has 7 scored results in 5 categories. It has no index.

  • Open weights
  • Reasoning
  • Input: text · image · video
  • Released 2026-09
UnrankedEnough results for an index.
IndexAll categories, out of 100.UnrankedMedian 51.0
CoverageIndex weight that has results.80%
SpeedOutput tokens per second.105/sMedian 67/s
First tokenSeconds to the first output token.0.7 sMedian 1.3 s
Input / 1MUS dollars per 1M input tokens.$0.06Median $0.60
Output / 1MUS dollars per 1M output tokens.$0.18Median $2.55
ContextMaximum tokens in one request.131KMedian 262K
EloLMArena rating and rank.—Median 1422

Details

From OpenRouter
API IDThe model ID on OpenRouter.
inclusionai/ling-3.0-flash-vl
Max outputMaximum output tokens per request.
33K
Knowledge cutoffLast date of training data.
—
ToolsTool calls on OpenRouter.
Yes
JSON outputOutput follows a given JSON schema.
Yes
Cache read / 1MUS dollars per 1M cached tokens.
$0.012
WeightsLink to the published weights.
Hugging Face (opens in a new tab) ↗
RetiresDate OpenRouter removes the model.
—

Where to run

APIs that serve this model.
2 providers
ProviderTypeMaker, cloud, host or router.InputOutputContext
OpenRouterRouter$0.06$0.18131K
Novita AIHost$0.075$0.22262K

US dollars per 1M tokens, list price. From models.dev (opens in a new tab) (MIT).

Capabilities

Index per category, out of 100.
Out of 100
AgenticMulti-step tasks with tools.1 counted57.6—
CodingCode writing and repair.1 counted53.5—
ReasoningLogic problems and puzzles.2 counted50.9—
MultimodalTasks with images and text.1 counted58.0—
KnowledgeFacts and expert knowledge.2 counted51.4—
MultilingualTasks in many languages.None counted——
InstructionTasks with strict prompt rules.None counted——
MathMath problems.None counted——

Results

7 counted
BenchmarkThe benchmark name.ResultThe score from the source.PlacePlace among results on this benchmark.
Artificial Analysis MMMU-ProMultimodal79.0%30 / 113
Artificial Analysis Long Context ReasoningReasoning78.3%63 / 217
Artificial Analysis GPQA DiamondKnowledge86.2%67 / 199
GDPval-AA normalizedAgentic33.0%58 / 133
Artificial Analysis Humanity's Last ExamKnowledge22.0%108 / 222
Critical Physics TasksReasoning2.0%105 / 214
Artificial Analysis SciCodeCoding44.2%77 / 114

Sources

BenchLMCC BY-NC 4.0OpenRouterTerms restrict reusemodels.devMIT

History

5 releases
Output / 1M$0.18 → $0.18
23 Oct 202612 Nov 2026

Questions

How much does Ling 3.0 Flash VL cost?
$0.06 per 1M input tokens, $0.18 per 1M output tokens. A free tier is also available.
How fast is Ling 3.0 Flash VL?
105 output tokens per second, 0.7 s to the first token.
What is the context window of Ling 3.0 Flash VL?
131K tokens.
Is Ling 3.0 Flash VL open source?
Yes. Its weights are published.
When was Ling 3.0 Flash VL released?
September 2026.

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