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DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors

DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors is a refusal-ablated variant of deepseek-ai/DeepSeek-V4-Flash-0731, published on Hugging Face by drowzeys. It is other licence. It is distributed across 2 repositories in Transformers format, totalling 18.5K downloads.

Abliteration (directional ablation)DeepSeek18,469124

Specification

Model name
DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors
Publisher
drowzeys
Parameters
Not determinable from name
Hardware class
Unknown
Licence
other
Task
Text generation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
Transformers
First indexed
1 Aug 2026
Last updated
23 Aug 2026

Ablation technique

How DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors 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.

Running it

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

Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "drowzeys/keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve drowzeys/keys-DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors --trust-remote-code

Downloads and variants (1)

The only published repository of DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors.

Security-team assessment

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

  • DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors 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 other, but the terms that bind you are deepseek-ai/DeepSeek-V4-Flash-0731’s — a re-release cannot grant more than its parent.
  • The source repository is gated, so downloading requires accepting the publisher’s terms.

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 DeepSeekV4-Flash-GA-0731-Dspark-Abliterated-Anchored-Tensors is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with drowzeys, and does not independently verify publisher claims. See responsible use.