abliteratedmodels.org

Qwen3.5-4B-NSFW-ARA-Heretic-Literotica

Qwen3.5-4B-NSFW-ARA-Heretic-Literotica is a Heretic-ablated variant of MuXodious/Qwen3.5-4B-ARA-heresy-v2, published on Hugging Face by Sinbad-The-Sailor. It is 4B parameters and single consumer GPU class. It is distributed across 7 repositories in GGUF (imatrix), Transformers and GGUF formats, totalling 8.9K downloads.

Heretic4BQwen4B – 10B8,91639

Specification

Model name
Qwen3.5-4B-NSFW-ARA-Heretic-Literotica
Parameters
4B
Hardware class
4B – 10B — single consumer GPU
Licence
Not declared
Task
Text generation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF (imatrix), Transformers, GGUF
First indexed
25 Mar 2026
Last updated
6 May 2026

Ablation technique

How Qwen3.5-4B-NSFW-ARA-Heretic-Literotica 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

Qwen3.5-4B-NSFW-ARA-Heretic-Literotica is a specialized large language model built on the Qwen 3.5 architecture (4B parameters). It is designed for immersive erotic storytelling and creative prose, inheriting the technical uncensorship approaches of the ARA and Heretic frameworks.

Running it

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

llama.cpp / GGUF
hf download Sinbad-The-Sailor/Qwen3.5-4B-NSFW-ARA-Heretic-Literotica-i1-GGUF --local-dir ./qwen3.5-4b-nsfw-ara-heretic-literotica
llama-cli -m ./qwen3.5-4b-nsfw-ara-heretic-literotica/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "Sinbad-The-Sailor/Qwen3.5-4B-NSFW-ARA-Heretic-Literotica"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve Sinbad-The-Sailor/Qwen3.5-4B-NSFW-ARA-Heretic-Literotica --trust-remote-code

Downloads and variants (6)

Every published repository of Qwen3.5-4B-NSFW-ARA-Heretic-Literotica, 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.

  • Qwen3.5-4B-NSFW-ARA-Heretic-Literotica 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 MuXodious/Qwen3.5-4B-ARA-heresy-v2, 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 Qwen3.5-4B-NSFW-ARA-Heretic-Literotica is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Sinbad-The-Sailor, and does not independently verify publisher claims. See responsible use.