⌦abliteratedmodels.org

Qwen3-14B-heretic-tools

Qwen3-14B-heretic-tools is a Heretic-ablated variant of avi686/Qwen3-14B-heretic-tools, published on Hugging Face by mradermacher. It is 14B parameters and 24GB VRAM class class. It is distributed across 3 repositories in GGUF format, totalling 5.8K downloads.

Heretic14BQwen10B – 25B↓ 5,754

Specification

Model name
Qwen3-14B-heretic-tools
Publisher
mradermacher
Parameters
14B
VRAM required
~9.3 GB at Q4_K_M, 4k context (estimated) — runs on 12 GB cards
Hardware class
10B – 25B — 24GB VRAM class
Licence
Not declared
Task
Unspecified
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
23 Aug 2026
Last updated
11 Oct 2026

Ablation technique

How Qwen3-14B-heretic-tools 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

“For a convenient overview and download list, visit our model page for this model.”

Running it

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

llama.cpp / GGUF
hf download mradermacher/Qwen3-14B-heretic-tools-GGUF --local-dir ./qwen3-14b-heretic-tools
llama-cli -m ./qwen3-14b-heretic-tools/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "mradermacher/Qwen3-14B-heretic-tools-GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve mradermacher/Qwen3-14B-heretic-tools-GGUF --trust-remote-code

Downloads and variants (2)

Every published repository of Qwen3-14B-heretic-tools, 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.

  • Qwen3-14B-heretic-tools 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 avi686/Qwen3-14B-heretic-tools, not added by ablation — at 14B 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.
  • 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 Qwen3-14B-heretic-tools is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with mradermacher, and does not independently verify publisher claims. See responsible use.