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Ling 3.0 Flash Fin

InclusionAIUnknown

Description

Ling-3.0-flash-Fin is the first finance-enhanced model in the Ant Ling family. Developed by Ant Group with leading financial institutions and domain experts, it extends Ling-3.0-flash through continued training on high-quality financial data.

Release Date
2026-09-03
Parameters
124.0B
Context Length
262K
Modalities
text

Capability Radar

60
general
0
coding
50
reasoning
43
scienceest.
60
agents
0
multimodal

Science is estimated from LLM Stats science scores or reasoning when no dedicated science benchmarks are available.

Rankings

Domain#RankScoreSource
Agentic Capability2
73.0
LS

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

SpreadSheetBench-v186.5%SR
Finance Agent v1.169.2%SR
Finance Agent v259.8%SR
Tau3 Banking41.0%SR
SpreadsheetBench 221.8%SR

Reasoning

APEX-Agents29.2%SR

AA Evaluation Indices

(Artificial Analysis)

No AA evaluation data available

LLM Stats Category Scores

(LLM Stats (zeroeval))
Productivity
90
Finance
60
General
60
Agents
60
Tool Calling
60
Reasoning
50

Pricing

Input Price$0 / 1M tokens
Output Price$0 / 1M tokens
Blended Price (3:1)$0 / 1M tokens
Cache Read Price$0.012 / 1M tokens

Speed

No speed data available

Provider Price Ranking

Provider Price Ranking

4 providers

Cheapest: InclusionAIMost Expensive: Kilo Gateway
ProviderInputOutput
1InclusionAIPRIMARY
$0
$0
2DeepInfra
$0
$0
3OpenRouter
$0.06
$0.18
4Kilo Gateway
$0.06
$0.18

Compare pricing across different API providers for this model.

External Sources