InclusionAI
Ling-3.0-flash-Fin
Ling 3.0 Flash Fin is InclusionAI’s finance-enhanced MoE language model, combining 124 billion total parameters with approximately 5.1 billion active parameters for efficient financial reasoning. Its 256K context window, function calling, and support for complex, multi-step investment workflows make it ideal for financial research, analysis, long-horizon planning, and execution, while retaining strong capabilities in coding and mathematics.
InclusionAI model releasesModel Snapshot
TypeLanguage
ReleaseAug 27, 2026
Context262,144
Tagsimplicit-caching, reasoning, tool-use, structured-output
Overall
Rank #197 across 687
22.6
Coding
Rank #131 across 330
55.6
Blended Price
Rank #30 across 432
$0.111/M
Strength Profile
Percentile score by analysis domain.
* Cost is inverted: lower input, output, and blended prices rank higher.
Benchmark Percentiles
Higher bars mean stronger relative placement.
Model Details
Runtime
Output Speed164.5 tok/s
First Token1.70s
Max Output235,929
Pricing
Blended$0.111/M
Input$0.075/M
All Benchmarks
| Metric | Domain | Value | Rank |
|---|---|---|---|
| Artificial Analysis Intelligence Index | overall | 22.6 | #197 |
| Artificial Analysis Coding Index | coding | 55.6 | #131 |
| Humanity's Last Exam | reasoning | 22.6% | #175 |
| SciCode | coding, reasoning | 42.4% | #135 |
| Output Speed |