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InclusionAI

Ling 3.0 Tiny

Ling 3.0 Tiny is a reasoning model from InclusionAI in the Ling 3.0 family. It has 7 scored results in 4 categories. It has no index.

  • Open weights
  • Reasoning
  • Input: text
  • Released 2026-08
UnrankedEnough results for an index.
IndexAll categories, out of 100.UnrankedMedian 51.0
CoverageIndex weight that has results.70%
SpeedOutput tokens per second.124/sMedian 67/s
First tokenSeconds to the first output token.0.4 sMedian 1.3 s
Input / 1MUS dollars per 1M input tokens.$0.015Median $0.60
Output / 1MUS dollars per 1M output tokens.$0.045Median $2.55
ContextMaximum tokens in one request.262KMedian 262K
EloLMArena rating and rank.—Median 1422

Details

From OpenRouter
API IDThe model ID on OpenRouter.
inclusionai/ling-3.0-tiny
Max outputMaximum output tokens per request.
250K
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.
<$0.01
WeightsLink to the published weights.
Hugging Face (opens in a new tab) ↗
RetiresDate OpenRouter removes the model.
—

Capabilities

Index per category, out of 100.
Out of 100
AgenticMulti-step tasks with tools.1 counted36.2—
CodingCode writing and repair.1 counted27.4—
ReasoningLogic problems and puzzles.2 counted42.8—
MultimodalTasks with images and text.None counted——
KnowledgeFacts and expert knowledge.3 counted45.6—
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 Omniscience AccuracyKnowledge37.9%60 / 164
Artificial Analysis GPQA DiamondKnowledge73.4%125 / 199
Artificial Analysis Long Context ReasoningReasoning60.3%142 / 217
Artificial Analysis Humanity's Last ExamKnowledge9.3%150 / 222
Critical Physics TasksReasoning0.0%150 / 214
GDPval-AA normalizedAgentic3.0%99 / 133
Artificial Analysis SciCodeCoding24.2%110 / 114

Sources

BenchLMCC BY-NC 4.0OpenRouterTerms restrict reuse

History

5 releases
Output / 1M$0.045 → $0.045
11 Nov 202612 Nov 2026

Questions

How much does Ling 3.0 Tiny cost?
$0.015 per 1M input tokens, $0.045 per 1M output tokens.
How fast is Ling 3.0 Tiny?
124 output tokens per second, 0.4 s to the first token.
What is the context window of Ling 3.0 Tiny?
262K tokens.
Is Ling 3.0 Tiny open source?
Yes. Its weights are published.
When was Ling 3.0 Tiny released?
August 2026.

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