abliteratedmodels.org

DeepSeek-V4-Flash-0731-abliterated

DeepSeek-V4-Flash-0731-abliterated is a refusal-ablated variant of deepseek-ai/DeepSeek-V4-Flash-0731, published on Hugging Face by cebeuq. It is mit licence. It is distributed across 24 repositories in GGUF, Transformers, FP8 and GGUF (imatrix) formats, totalling 645.8K downloads.

Abliteration (directional ablation)DeepSeek645,799190

Specification

Model name
DeepSeek-V4-Flash-0731-abliterated
Publisher
cebeuq
Parameters
Not determinable from name
Hardware class
Unknown
Licence
mit
Task
Text generation
Context window
71K tokens (as documented)
Ablation scope
Not stated by the publisher
Formats available
GGUF, Transformers, FP8, GGUF (imatrix), NVFP4, MXFP4
First indexed
31 Jul 2026
Last updated
6 Sept 2026

Ablation technique

How DeepSeek-V4-Flash-0731-abliterated 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

A decensored (abliterated) rebuild of deepseek-ai/DeepSeek-V4-Flash-0731 — a 284B-parameter DeepSeek-V4 MoE agentic-coding / reasoning model — served unquantized at native FP4+FP8 across 2× NVIDIA DGX Spark (GB10, 128 GB each) with vLLM.

Running it

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

llama.cpp / GGUF
hf download huihui-ai/Huihui-DeepSeek-V4-Flash-0731-abliterated-GGUF --local-dir ./deepseek-v4-flash-0731-abliterated
llama-cli -m ./deepseek-v4-flash-0731-abliterated/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "cebeuq/DeepSeek-V4-Flash-0731-abliterated"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve cebeuq/DeepSeek-V4-Flash-0731-abliterated --trust-remote-code

Downloads and variants (23)

Every published repository of DeepSeek-V4-Flash-0731-abliterated, 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.

  • DeepSeek-V4-Flash-0731-abliterated 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.
  • The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
  • Declared licence is mit, but the terms that bind you are deepseek-ai/DeepSeek-V4-Flash-0731’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 DeepSeek-V4-Flash-0731-abliterated is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with cebeuq, and does not independently verify publisher claims. See responsible use.