Model overview
NVFP4 (W4A4, group 16) quantization of **huihui-ai/Huihui-Qwen3.8-27B-abliterated** — all credit for the model goes to @huihui-ai. This repo carries only the quantized weights. > ### 🔄 Re-quantized 2026-08-24 from the upstream *Latest update 3* > > Upstream narrowed the ablation to **layers 18–51 only** (previously everything from layer 15 up), leaving the rest of the network untouched, to retain more of the original model's performance. MTP and the vision tower are unmodified. > > I diffed the shards before re-baking: **6 of 18 changed**, and they are exactly the shards holding **layers 15–17 and 52–63**. The changelog matches the bits. > > **This is not a cosmetic update.** The `reasoning_effort: xhigh` thinking-runaway that the previous revision failed is **gone** — see the gotcha section. If you were pinning `medium` because of it, you no longer have to. > > The previous NVFP4 revision remains available at commit history / `revision=` if you need it. **Throughput** (TP=4 on RTX PRO 2000 Blackwell ×4, 32k ctx, KV fp8, MTP n=3, 512 tok fixed, `reasoning_effort: low`):
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。