abliteratedmodels.org

Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF

Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF is a Heretic-ablated variant of google/gemma-3-1b-it, published on Hugging Face by Andycurrent. It is 1B parameters, runs on a laptop CPU class and gemma licence. It is distributed across 5 repositories in GGUF format, totalling 23.6K downloads.

Heretic1BGemmaUnder 4B23,616138

Specification

Model name
Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF
Publisher
Andycurrent
Parameters
1B
Hardware class
Under 4B — runs on a laptop CPU
Licence
gemma
Task
Text generation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
18 Feb 2026
Last updated
20 Jul 2026

Ablation technique

How Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF 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

This repository hosts Gemma 3 – 1B IT GLM-4.7 Flash Heretic Uncensored Thinking, a lightweight 1 billion–parameter instruction-tuned model derived from Google’s Gemma 3 1B IT base.

Running it

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

llama.cpp / GGUF
hf download Andycurrent/Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF --local-dir ./gemma-3-1b-it-glm-4.7-flash-heretic-uncensored-thinking-gguf
llama-cli -m ./gemma-3-1b-it-glm-4.7-flash-heretic-uncensored-thinking-gguf/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "Andycurrent/Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve Andycurrent/Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF --trust-remote-code

Downloads and variants (4)

Every published repository of Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF, 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.

  • Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF 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 google/gemma-3-1b-it, not added by ablation — at 1B 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.
  • Declared licence is gemma, but the terms that bind you are google/gemma-3-1b-it’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 Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Andycurrent, and does not independently verify publisher claims. See responsible use.