abliteratedmodels.org

qwen3.8-27b-uncensored-modelopt

qwen3.8-27b-uncensored-modelopt is a abliterated and uncensored variant of JonathanColetti/Qwen3.8-27B-Uncensored, published on Hugging Face by joshebbs. It is 27B parameters, 48GB VRAM class class and apache-2.0 licence. It is distributed across 2 repositories in NVFP4 format, totalling 21.7K downloads.

Abliteration + uncensored fine-tune27BQwen25B – 50B21,71313

Specification

Model name
qwen3.8-27b-uncensored-modelopt
Publisher
joshebbs
Parameters
27B
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Image text to text
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
NVFP4
First indexed
14 Aug 2026
Last updated
15 Aug 2026

Ablation technique

How qwen3.8-27b-uncensored-modelopt 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

produced with NVIDIA TensorRT Model Optimizer 0.43.0 for Blackwell-class inference under vLLM.

Running it

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

Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "joshebbs/qwen3.8-27b-uncensored-nvfp4-modelopt"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve joshebbs/qwen3.8-27b-uncensored-nvfp4-modelopt --trust-remote-code

Downloads and variants (1)

The only published repository of qwen3.8-27b-uncensored-modelopt.

RepositoryFormatDownloads
joshebbs/qwen3.8-27b-uncensored-nvfp4-modeloptsourceNVFP421.7K

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-modelopt 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 JonathanColetti/Qwen3.8-27B-Uncensored, 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 JonathanColetti/Qwen3.8-27B-Uncensored’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-modelopt is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with joshebbs, and does not independently verify publisher claims. See responsible use.