← back to catalog · registered 2026-08-22 13:56

Disya/Huihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF

Disya Qwen 4B GGUF second-order 262K ctx
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model.

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/Disya%2FHuihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF"
Response includes
  • classification m8
  • files 3
  • hub_downloads_all_time 560
  • author_summary 4 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
MEDIUM
Inherited from base model
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
560
30 last 30d - cooling
Likes
1
Model age
14mo ago
created 2025-08-07
Downloads over time
Now572→from113↑406%
90266442618113 on Aug 6, 2025572 on Oct 11572 on Oct 10Aug '25Oct '25Dec '25FebAprJunAugOct
Aug 6, 2025 → Oct 11 · 101 snapshots · spans 431 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Metadata

License
apache-2.0
Tags
transformers gguf abliterated uncensored llama-cpp gguf-my-repo text-generation base_model:huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated license:apache-2.0 endpoints_compatible region:us

Related

Total size
3.99 GB
Files
3
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2025-08-07 20:40

Files by quantization

Auxiliary files 3 files 3.99 GB
huihui-qwen3-4b-thinking-2507-abliterated-q8_0.gguf 3.99 GB dcc77eae download
README.md 2.16 KB d0a1c566 download
.gitattributes 1.57 KB 8aa10b0d download

README current version from Hugging Face


library_name: transformers
license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507/blob/main/LICENSE
base_model: huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated
pipeline_tag: text-generation
tags:

  • abliterated
  • uncensored
  • llama-cpp
  • gguf-my-repo

Disya/Huihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF

This model was converted to GGUF format from huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated using llama.cpp via the ggml.ai's GGUF-my-repo space.
Refer to the original model card for more details on the model.

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo Disya/Huihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF --hf-file huihui-qwen3-4b-thinking-2507-abliterated-q8_0.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo Disya/Huihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF --hf-file huihui-qwen3-4b-thinking-2507-abliterated-q8_0.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo Disya/Huihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF --hf-file huihui-qwen3-4b-thinking-2507-abliterated-q8_0.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo Disya/Huihui-Qwen3-4B-Thinking-2507-abliterated-Q8_0-GGUF --hf-file huihui-qwen3-4b-thinking-2507-abliterated-q8_0.gguf -c 2048

README history 1 version

The author's README evolved over time. Click a version to see its content at that point.

  1. 2025-08-07Upload README.md with huggingface_hub043e8fe2.2 KB
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration