MODEL PROFILE

Qwen3.8-27B-heretic-SmoothQuant-W8A8-INT8

akumaburn · Qwen3.8-27B-heretic-SmoothQuant-W8A8-INT8

> [!CAUTION] > **Research artifact. Safety alignment has been deliberately removed.** This > model will attempt to comply with harmful, dangerous, illegal, and unethical > requests that the base model refuses, with no content moderation. See > **Safety**. **Provided for research purposes only, with no warranty and no > liability accepted by the author — see the disclaimer at the bottom.** An INT8 **W8A8** quantization of **Qwen3.8-27B-heretic** (the abliterated BF16 build of Qwen/Qwen3.8-27B), for fast serving on Ampere-class (SM 8.0) GPUs where native FP8 is unavailable. The MTP head is unquantized but is **not** byte-identical to the BF16 build's: it carries the same residual-stream rotation and RMSNorm fold as the rest of the model, so the two heads are not interchangeable. Its RMSNorm weights are stored as zeros, which is the identity scale under Qwen3.5's `(1 + weight)` RMSNorm.

Visual QAlicense:apache-2.0
Context windowNot disclosed
Input → OutputText、Image → Text
Model weightsNot verified
Profile updated2026/11/2 19:16:13
OVERVIEW

Model overview

> [!CAUTION] > **Research artifact. Safety alignment has been deliberately removed.** This > model will attempt to comply with harmful, dangerous, illegal, and unethical > requests that the base model refuses, with no content moderation. See > **Safety**. **Provided for research purposes only, with no warranty and no > liability accepted by the author — see the disclaimer at the bottom.** An INT8 **W8A8** quantization of **Qwen3.8-27B-heretic** (the abliterated BF16 build of Qwen/Qwen3.8-27B), for fast serving on Ampere-class (SM 8.0) GPUs where native FP8 is unavailable. The MTP head is unquantized but is **not** byte-identical to the BF16 build's: it carries the same residual-stream rotation and RMSNorm fold as the rest of the model, so the two heads are not interchangeable. Its RMSNorm weights are stored as zeros, which is the identity scale under Qwen3.5's `(1 + weight)` RMSNorm.

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.

PRICING & COST

Source prices & cost analysis

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Estimate monthly base token costs

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INDEPENDENT BENCHMARKS

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。

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Frequently asked questions

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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。