Model overview
Only the attention output projections of layers 18, 22 and 26 were changed; every other tensor and all metadata are those of the official files. Each file is compared with the official file of the same type, with llama.cpp. Refusals: keyword matching on the first 100 tokens of the answer (thinking closed with an empty ` ` block) for 100 Japanese harmful prompts. KL divergence: first-token KL on 100 Japanese prompts (OS-Software/harmless_alpaca_ja, test[:100]). MMLU: 0-shot next-token letter without thinking, all 14,042 questions or a spread of 3,510; HumanEval: greedy, 2,048 tokens, without thinking. The GGUFs keep the official sampling defaults (`temperature 0.1`, `top_k 50`, `repetition_penalty 1.05`), which llama.cpp applies automatically. The model still always thinks before answering, and its answers tend to be longer than the original's, so allow a generous output budget (8k tokens or more).
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：other。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。