Author's Description
Ring-1T has undergone continued scaling with large-scale verifiable reward reinforcement learning (RLVR) training, further unlocking the natural language reasoning capabilities of the trillion-parameter foundation model. Through RLHF training, the model's general abilities have also been refined, making this release of Ring-1T more balanced in performance across various tasks. Ring-1T adopts the Ling 2.0 architecture and is trained on the Ling-1T-base foundation model, which contains 1 trillion total parameters with 50 billion activated parameters, supporting a context window of up to 128K tokens.
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
inclusionAI's Ring-1T, a trillion-parameter model with a 128K token context window, demonstrates exceptional reliability, achieving a 100% success rate across all benchmarks. This indicates a highly stable and dependable model. However, its speed performance tends to be slower, ranking in the 9th percentile, suggesting longer response times. In terms of cost, Ring-1T offers moderate pricing, positioned in the 32nd percentile. The model exhibits strong performance in General Knowledge, achieving 99.5% accuracy, placing it in the 78th percentile. Its Ethics performance is particularly noteworthy, reaching a perfect 100% accuracy, making it the most accurate model at its price point and among models with comparable speed. Mathematics and Reasoning also show solid results at 88.5% and 76.0% accuracy respectively, placing them in the 61st and 65th percentiles. Coding performance is more average at 83.0% accuracy (52nd percentile). Overall, Ring-1T's key strengths lie in its outstanding reliability and high accuracy in knowledge-based and ethical reasoning tasks, while its primary weakness is its comparatively slower processing speed.
Model Pricing
Current Pricing
Feature | Price (per 1M tokens) |
---|---|
Prompt | $0.57 |
Completion | $2.28 |
Price History
Available Endpoints
Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
---|---|---|---|---|
SiliconFlow
|
SiliconFlow | inclusionai/ring-1t | 131K | $0.57 / 1M tokens | $2.28 / 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-1T | Oct 12, 2025 | 1T | 131K |
Text input
Text output
|
★★ | ★★★★★ | $$$$ |