abliteratedmodels.org

Qwen3-0.6B-heretic-abliterated-uncensored

Qwen3-0.6B-heretic-abliterated-uncensored is a Heretic-ablated variant of Qwen/Qwen3-0.6B, published on Hugging Face by DavidAU. It is 0.6B parameters and runs on a laptop CPU class. It is distributed across 8 repositories in Transformers, GGUF, GGUF (imatrix) and ONNX formats, totalling 17.5K downloads.

Heretic0.6BQwenUnder 4B17,50645

Specification

Model name
Qwen3-0.6B-heretic-abliterated-uncensored
Base model
Qwen/Qwen3-0.6B
Publisher
DavidAU
Parameters
0.6B
Hardware class
Under 4B — runs on a laptop CPU
Licence
Not declared
Task
Text generation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
Transformers, GGUF, GGUF (imatrix), ONNX
First indexed
20 Nov 2025
Last updated
29 Jul 2026

Ablation technique

How Qwen3-0.6B-heretic-abliterated-uncensored was modified, and what that implies.

Heretic

Automated directional ablation via the Heretic toolchain, which searches for the refusal direction and applies it with a KL-divergence budget so general capability is preserved.

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

Original Model Refusal rate: 49/100

Running it

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

llama.cpp / GGUF
hf download mradermacher/Qwen3-0.6B-heretic-abliterated-uncensored-GGUF --local-dir ./qwen3-0.6b-heretic-abliterated-uncensored
llama-cli -m ./qwen3-0.6b-heretic-abliterated-uncensored/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "DavidAU/Qwen3-0.6B-heretic-abliterated-uncensored"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve DavidAU/Qwen3-0.6B-heretic-abliterated-uncensored --trust-remote-code

Downloads and variants (7)

Every published repository of Qwen3-0.6B-heretic-abliterated-uncensored, 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.

  • Qwen3-0.6B-heretic-abliterated-uncensored 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/Qwen3-0.6B, not added by ablation — at 0.6B parameters, expect a small model’s reasoning and a high error rate on exploit detail.
  • The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
  • No licence is declared on this repository, which is a compliance problem in itself. Resolve it against the base model’s terms before use.

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 Qwen3-0.6B-heretic-abliterated-uncensored is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with DavidAU, and does not independently verify publisher claims. See responsible use.