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Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer

Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer is a refusal-ablated variant of huihui-ai/Huihui-Qwen3.8-27B-abliterated, published on Hugging Face by Barding-Defense. It is 27B parameters, 48GB VRAM class class and apache-2.0 licence. It is distributed across 2 repositories in Transformers format, totalling 11.1K downloads.

Abliteration (directional ablation)27BQwen25B – 50B↓ 11,106♥ 1

Specification

Model name
Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer
Parameters
27B
VRAM required
~17.2 GB at Q4_K_M, 4k context (estimated) — runs on 24 GB cards
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Image text to text
Context window
16K tokens (as documented)
Ablation scope
Not stated by the publisher
Formats available
Transformers
First indexed
3 Sept 2026
Last updated
4 Sept 2026

Ablation technique

How Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer was modified, and what that implies.

Abliteration (directional ablation)

The single residual-stream direction that mediates refusal is identified from harmful/harmless prompt pairs and projected out of the model weights.

Reported scope: Not stated by the publisher. Publishers frequently omit this, so verify behaviour empirically rather than assuming full coverage.

From the publisher’s model card

“This is the refusal-removed counterpart to the official neroued/Qwen3.8-27B-NInfer artifact, using the same weights profile. One file carries the complete container — Text, Vision, MTP, the optimized proposal head, tokenizer, chat template, generation config and media-processor resources.”

Running it

Commands are templates — confirm the exact repository and quant file before use.

Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "Barding-Defense/Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve Barding-Defense/Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer --trust-remote-code

Downloads and variants (1)

The only published repository of Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer.

RepositoryFormatDownloads
Barding-Defense/Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfersourceTransformers11.1K

Security-team assessment

Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.

  • Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer will attempt offensive-security prompts that a hosted commercial model declines, which is what makes it usable for red-team corpus generation and for measuring what an unaligned model of this class produces.
  • Capability is inherited from huihui-ai/Huihui-Qwen3.8-27B-abliterated, not added by ablation — at 27B parameters, expect roughly the base model’s competence, minus some instruction-following fidelity.
  • The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
  • Declared licence is apache-2.0, but the terms that bind you are huihui-ai/Huihui-Qwen3.8-27B-abliterated’s — a re-release cannot grant more than its parent.

Handling: run it isolated, put moderation in front of it if anyone outside your team can reach it, and verify the weights before loading — these are third-party artifacts. Full handling and licence guidance.

Metadata for Qwen3.8-27B-huihui-abliterated-groupwise-int-NInfer is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Barding-Defense, and does not independently verify publisher claims. See responsible use.