Author's Description
Ling-2.6-flash is an instant (instruct) model from inclusionAI with 104B total parameters and 7.4B active parameters, designed for real-world agents that require fast responses, strong execution, and high token efficiency....
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
inclusionAI's Ling-2.6-flash model demonstrates strong performance in terms of operational efficiency, consistently ranking among the fastest models in its class (60th percentile for speed) and offering highly competitive pricing (89th percentile). However, its accuracy across various benchmarks indicates significant areas for improvement. The model struggles particularly with Instruction Following (12.0% accuracy), Email Classification (5th percentile), and Ethics (13th percentile), suggesting limitations in understanding complex directives and nuanced scenarios. While its General Knowledge (52.5%) and Hallucinations (50.0%) scores are moderate, they still fall within the lower percentiles. Performance in Mathematics, Reasoning, and Coding also remains low, hovering around the 37-38% accuracy range. Overall, Ling-2.6-flash's key strength lies in its cost-effectiveness and speed, making it potentially suitable for applications where rapid, low-cost responses are prioritized over high accuracy in complex tasks. Its primary weakness is its generally low accuracy across a broad spectrum of cognitive and practical benchmarks.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.08 |
| Completion | $0.24 |
| Input Cache Read | $0.016 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
Novita
|
Novita | inclusionai/ling-2.6-flash-20260421 | 262K | $0.08 / 1M tokens | $0.24 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by inclusionai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| inclusionAI: Ring 1T Unavailable | Oct 13, 2025 | 1T | 131K |
Text input
Text output
|
★ | ★★★★ | $$$$ |
| inclusionAI: Ling-1T Unavailable | Oct 12, 2025 | 1T | 131K |
Text input
Text output
|
★★★ | ★★★★ | $$$$ |