Author's Description
Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment...
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
Ling 3.0 Flash Fin (free) from InclusionAI, a finance-focused mixture-of-experts model, generally exhibits longer response times, ranking in the 18th percentile for speed. Conversely, it offers cost-effective solutions, placing in the 75th percentile for price. The model's performance across benchmarks reveals a mixed profile. It struggles significantly with hallucination detection, achieving only 34.0% accuracy, indicating a notable weakness in acknowledging uncertainty. Similarly, its General Knowledge and Ethics scores are low, at 46.5% and 47.0% accuracy respectively, suggesting limitations in broad factual recall and ethical reasoning. However, it demonstrates reasonable capability in Email Classification with 95.0% accuracy and performs adequately in Reasoning tasks, scoring 80.0% accuracy. Its primary strengths lie in its affordability and moderate reasoning abilities, while its key weaknesses are its propensity for hallucination and lower performance in general knowledge and ethics.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.06 |
| Completion | $0.18 |
| Input Cache Read | $0.012 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
DeepInfra
|
DeepInfra | inclusionai/ling-3.0-flash-fin-20260827 | 262K | $0.06 / 1M tokens | $0.18 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by inclusionai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| inclusionAI: Ling 3.0 Tiny (free) Unavailable | Aug 06, 2026 | ~7.9B | N/A |
Text input
Text output
|
— | — | — |
| Ling-3.0-flash | Jul 23, 2026 | ~124B | 262K |
Text input
Text output
|
★★★★★ | ★★ | $ |
| inclusionAI: Ring-2.6-1T Unavailable | May 08, 2026 | 1T | 262K |
Text input
Text output
|
★★★★★ | ★★★★★ | $$ |
| inclusionAI: Ling-2.6-1T Unavailable | Apr 23, 2026 | 1T | 262K |
Text input
Text output
|
★★★★★ | ★★★ | $$ |
| inclusionAI: Ling-2.6-flash Unavailable | Apr 21, 2026 | ~104B | 262K |
Text input
Text output
|
★★★★ | ★ | $$ |
| inclusionAI: Ring 1T Unavailable | Oct 13, 2025 | 1T | 131K |
Text input
Text output
|
★ | ★★★★ | $$$$ |
| inclusionAI: Ling-1T Unavailable | Oct 12, 2025 | 1T | 131K |
Text input
Text output
|
★★★ | ★★★★ | $$$ |