abliteratedmodels.org

Qwen3.8-27B-Uncensored-XS-MTP-VRAM

Qwen3.8-27B-Uncensored-XS-MTP-VRAM is a abliterated and uncensored variant of Qwen/Qwen3.8-27B, published on Hugging Face by Bucoid. It is 27B parameters, 48GB VRAM class class and apache-2.0 licence. It is distributed across 4 repositories in GGUF format, totalling 109.8K downloads.

Abliteration + uncensored fine-tune27BQwen25B – 50B109,84239

Specification

Model name
Qwen3.8-27B-Uncensored-XS-MTP-VRAM
Publisher
Bucoid
Parameters
27B
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Unspecified
Context window
110K tokens (as documented)
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
16 Aug 2026
Last updated
4 Sept 2026

Ablation technique

How Qwen3.8-27B-Uncensored-XS-MTP-VRAM was modified, and what that implies.

Abliteration + uncensored fine-tune

Directional ablation combined with additional fine-tuning on unfiltered data, so behaviour diverges from the base model beyond refusal removal alone.

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 model may receive short-term updates. I have released an uncensored version based on Heretic Arbitrary-Rank Ablation, which offers better performance and a smaller file size. Link: https://huggingface.co/Bucoid/Qwen3.8-27B-Heretic-Ara-IQ4-XS-16GB-VRAM-GGUF This model may be updated in a while to make it less...

Running it

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

llama.cpp / GGUF
hf download Bucoid/Qwen3.8-27B-Uncensored-IQ4-XS-MTP-16GB-VRAM-GGUF --local-dir ./qwen3.8-27b-uncensored-xs-mtp-vram
llama-cli -m ./qwen3.8-27b-uncensored-xs-mtp-vram/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "Bucoid/Qwen3.8-27B-Uncensored-IQ4-XS-MTP-16GB-VRAM-GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve Bucoid/Qwen3.8-27B-Uncensored-IQ4-XS-MTP-16GB-VRAM-GGUF --trust-remote-code

Downloads and variants (3)

Every published repository of Qwen3.8-27B-Uncensored-XS-MTP-VRAM, including quantised re-releases by other authors.

Security-team assessment

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

  • Qwen3.8-27B-Uncensored-XS-MTP-VRAM 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 Qwen/Qwen3.8-27B, 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.
  • This release adds fine-tuning on unfiltered data, so its behaviour diverges from the base model beyond refusal removal — differences you measure cannot be attributed to ablation alone.
  • Declared licence is apache-2.0, but the terms that bind you are Qwen/Qwen3.8-27B’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-Uncensored-XS-MTP-VRAM is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Bucoid, and does not independently verify publisher claims. See responsible use.