Model overview
If you want to disable thinking use this chat template in LM Studio, but I don't reccomend to do it for 9B model, because it's already crazy fast enough: https://pastebin.com/uk9ZkxCR And write anything you want after that. Looks like model is underperforming without this first line. > **v2 Update:** > This iteration is powered by **14,000+ premium Claude 4.6 Opus-style general reasoning samples**, with a major focus on **achieving massive gains in reasoning efficiency while actively improving peak accuracy**. > > v2 introduces a **refined reasoning scaffold** designed to eliminate redundant internal loops, significantly improving the model's **cross-task generalization** from logic and math into specialized fields like programming. Compared to the original model, **autonomy and stability are significantly improved**, ensuring the model remains robust and self-consistent during complex, multi-step problem solving. v2 is built to **think smarter, not longer**, delivering substantial improvements in inference speed and cost-effectiveness while simultaneously boosting baseline accuracy. > > *Note: Due to the constraints of SFT sample size and training scope, the model's broad general-purpose capabilities might be slightly impacted. The efficiency and accuracy results discussed here are based on the HumanEval and HumanEval+ benchmarks. Thank you for your understanding!*
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。