Model overview
A full Qwen3.8-Flash-Next in one 57.62 GB GGUF for llama.cpp — **176B parameters in the file**: the 125B language model (6B activated) plus the 51.2B-parameter n-gram table (the base's 4B MTP head is not included). Ternary expert banks plus small trained corrections, and the n-gram table (PLE) in the per-row **Q4X160** container (26.24 GB) — no full-precision masters, no full-model QAT. Two larger containers ship in the same repo: the Q4_0-table file at 60.17 GB and the F16-body file at 65.80 GB. > **2.60 bpw** | **57.62 GB** (3.2x smaller than the FP8 release) | **smallest build of this model published on the Hub that we can see, pruned or not** | **cap_eval 15/20, 0 harness errors** | **HellaSwag 400 82.00%, Winogrande 400 77.50%** The name comes from grafting. A scion is the shoot grafted onto a rootstock, and here the trained corrections are grafted onto a 1.75 bpw ternary expert body.
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。