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MiniCPM-V-4.7-1B-abliterated-heretic

MiniCPM-V-4.7-1B-abliterated-heretic is a Heretic-ablated variant of openbmb/MiniCPM-V-4.7-1B, published on Hugging Face by Abiray. It is 1B parameters, runs on a laptop CPU class and apache-2.0 licence. It is distributed across 2 repositories in GGUF format, totalling 12.1K downloads.

Heretic1BMiniCPMUnder 4B↓ 12,051♥ 14

Specification

Model name
MiniCPM-V-4.7-1B-abliterated-heretic
Publisher
Abiray
Parameters
1B
VRAM required
~1.3 GB at Q4_K_M, 4k context (estimated) — runs on 4 GB cards
Hardware class
Under 4B — runs on a laptop CPU
Licence
apache-2.0
Task
Image text to text
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
14 Oct 2026
Last updated
14 Oct 2026

Ablation technique

How MiniCPM-V-4.7-1B-abliterated-heretic 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 provides quantized GGUF checkpoints for MiniCPM-V 4.7 1B, based on the refusal-abliterated weights created via Heretic v1.4.0.”

Running it

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

llama.cpp / GGUF
hf download Abiray/MiniCPM-V-4.7-1B-abliterated-heretic-GGUF --local-dir ./minicpm-v-4.7-1b-abliterated-heretic
llama-cli -m ./minicpm-v-4.7-1b-abliterated-heretic/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "Abiray/MiniCPM-V-4.7-1B-abliterated-heretic-GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve Abiray/MiniCPM-V-4.7-1B-abliterated-heretic-GGUF --trust-remote-code

Downloads and variants (1)

The only published repository of MiniCPM-V-4.7-1B-abliterated-heretic.

RepositoryFormatDownloads
Abiray/MiniCPM-V-4.7-1B-abliterated-heretic-GGUFsourceGGUF12.1K

Security-team assessment

Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.

  • MiniCPM-V-4.7-1B-abliterated-heretic 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 openbmb/MiniCPM-V-4.7-1B, 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 apache-2.0, but the terms that bind you are openbmb/MiniCPM-V-4.7-1B’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 MiniCPM-V-4.7-1B-abliterated-heretic is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with Abiray, and does not independently verify publisher claims. See responsible use.