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Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5
Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5 is a refusal-ablated variant of Qwen/Qwen3.5-4B, published on Hugging Face by Crownelius. It is 4B parameters and single consumer GPU class. It is distributed across 4 repositories in GGUF and GGUF (imatrix) formats, totalling 6.1K downloads.
Specification
- Model name
- Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5
- Source repository
- Crownelius/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5
- Base model
- Qwen/Qwen3.5-4B
- Publisher
- Crownelius
- Parameters
- 4B
- VRAM required
- ~3.2 GB at Q4_K_M, 4k context (estimated) — runs on 4 GB cards
- Hardware class
- 4B – 10B — single consumer GPU
- Licence
- Not declared
- Task
- Unspecified
- Context window
- Not documented
- Ablation scope
- Not stated by the publisher
- Formats available
- GGUF, GGUF (imatrix)
- First indexed
- 3 Mar 2026
- Last updated
- 24 Oct 2026
Ablation technique
How Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5 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
“---Generating this model was expensive. You can support this one and future models by tipping. https://ko-fi.com/abcuo”
Running it
Commands are templates — confirm the exact repository and quant file before use.
llama.cpp / GGUF
hf download Crownelius/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5 --local-dir ./crow-4b-opus-4.6-distill-heretic-qwen3.5
llama-cli -m ./crow-4b-opus-4.6-distill-heretic-qwen3.5/<file>.gguf -p "..."Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "Crownelius/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve Crownelius/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5 --trust-remote-codeDownloads and variants (3)
Every published repository of Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5, including quantised re-releases by other authors.
| Repository | Format | Downloads |
|---|---|---|
| Crownelius/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5source | GGUF | 4.7K |
| mradermacher/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5-i1-GGUF | GGUF (imatrix) | 757 |
| mradermacher/Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5-GGUF | GGUF | 631 |
Security-team assessment
Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.
- Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5 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/Qwen3.5-4B, not added by ablation — at 4B 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 Crow-4B-Opus-4.6-Distill-Heretic_Qwen3.5 is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Crownelius, and does not independently verify publisher claims. See responsible use.