Ling 3.0 Flash Fin

Ling 3.0 Flash Fin is a reasoning model from InclusionAI in the Ling 3.0 family. It has 3 scored results in 1 category. It has no index.

  • Closed 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.20%
SpeedOutput tokens per second.123/sMedian 67/s
First tokenSeconds to the first output token.0.8 sMedian 1.3 s
Input / 1MUS dollars per 1M input tokens.$0.042Median $0.60
Output / 1MUS dollars per 1M output tokens.$0.123Median $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-flash-fin
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.
<$0.01
WeightsLink to the published weights.
—
RetiresDate OpenRouter removes the model.
—

Capabilities

Index per category, out of 100.
Out of 100
AgenticMulti-step tasks with tools.3 counted60.5—
CodingCode writing and repair.None counted——
ReasoningLogic problems and puzzles.None counted——
MultimodalTasks with images and text.None counted——
KnowledgeFacts and expert knowledge.None counted——
MultilingualTasks in many languages.None counted——
InstructionTasks with strict prompt rules.None counted——
MathMath problems.None counted——

Results

3 counted
BenchmarkThe benchmark name.ResultThe score from the source.PlacePlace among results on this benchmark.
APEX-Agents-AAAgentic27.4%16 / 30
APEX-AgentsAgentic29.2%10 / 13
SpreadsheetBench 2Agentic21.8%—

Sources

BenchLMCC BY-NC 4.0OpenRouterTerms restrict reuse

History

5 releases
Output / 1M$0.123 → $0.123
23 Oct 202612 Nov 2026

Questions

How much does Ling 3.0 Flash Fin cost?
$0.042 per 1M input tokens, $0.123 per 1M output tokens. A free tier is also available.
How fast is Ling 3.0 Flash Fin?
123 output tokens per second, 0.8 s to the first token.
What is the context window of Ling 3.0 Flash Fin?
262K tokens.
Is Ling 3.0 Flash Fin open source?
No. Its weights are not published.
When was Ling 3.0 Flash Fin released?
August 2026.

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