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
2026-09-11
Parameters
124.0B
Context Length
262K
Modalities
text
Capability Radar
23
general
54
coding
50
reasoning
35
science
60
agents
0
multimodal
Rankings
| Domain | #Rank | Score | Source |
|---|---|---|---|
| Agentic Capability | 3 | 71.0 | LS |
| Code Ranking | 143 | 73.0 | AA |
| General Ranking | 359 | 36.0 | AA |
| Science | 280 | 48.0 | AA |
Benchmark Scores (LLM Stats)
(LLM Stats (zeroeval))Agents
SpreadSheetBench-v1
86.5%SR
Finance Agent v1.1
69.2%SR
Finance Agent v2
59.8%SR
Tau3 Banking
41.0%SR
SpreadsheetBench 2
21.8%SR
Reasoning
APEX-Agents
29.2%SR
AA Evaluation Indices
(Artificial Analysis)Lcr(Artificial Analysis)73.7
Terminalbench V2 162.5
Coding Index(Artificial Analysis)55.6
Scicode(UIUC + Argonne National Lab (2024))42.4
Tau Banking38.6
Intelligence Index(Artificial Analysis)22.6
Hle(Center for AI Safety + Scale AI (2025))22.6
LLM Stats Category Scores
(LLM Stats (zeroeval))Productivity90
Finance60
General60
Agents60
Tool Calling60
Reasoning50
Pricing
Input Price$0.075 / 1M tokens
Output Price$0.22 / 1M tokens
Blended Price (3:1)$0.111 / 1M tokens
Speed
Tokens/sec161.5
Time to First Token1.34s
Time to Answer13.72s
Provider Price Ranking
Provider Price Ranking
3 providers
Cheapest: DeepInfraMost Expensive: InclusionAI
ProviderInputOutput
1DeepInfraCheapest
$0
$0
2Vercel AI Gateway
$0.06
$0.18
3InclusionAIPRIMARY
$0.075
$0.22
Compare pricing across different API providers for this model.