← back to catalog · registered 2026-09-18 12:56

ijohn07/Huihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF

ijohn07 4B GGUF second-order
curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/ijohn07%2FHuihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF"
Response includes
  • classification m8
  • files 3
  • author_summary 11 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 · 30-day
0
Likes
0
Model age
today
created 2026-09-18

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 agentic tool-use coding reasoning instruction-following abliterated uncensored huihui llama-cpp gguf-my-repo

Related

Total size
2.52 GB
Files
3
Quantizations
1
Registered
2026-09-18 12:56
Last updated on HF
2026-09-18 12:02

Files by quantization

Auxiliary files 3 files 2.52 GB
huihui-neohorse-1-4b-abliterated-q4_k_m.gguf 2.52 GB 4beeace4 download
README.md 2.09 KB 3d720875 download
.gitattributes 1.56 KB 82309206 download

README current version from Hugging Face


license: apache-2.0
library_name: transformers
pipeline_tag: text-generation
base_model_relation: finetune
tags:

  • agentic
  • tool-use
  • coding
  • reasoning
  • instruction-following
  • abliterated
  • uncensored
  • huihui
  • llama-cpp
  • gguf-my-repo
    base_model: huihui-ai/Huihui-NeoHorse-1-4B-abliterated

ijohn07/Huihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF

This model was converted to GGUF format from huihui-ai/Huihui-NeoHorse-1-4B-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 ijohn07/Huihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF --hf-file huihui-neohorse-1-4b-abliterated-q4_k_m.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo ijohn07/Huihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF --hf-file huihui-neohorse-1-4b-abliterated-q4_k_m.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 ijohn07/Huihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF --hf-file huihui-neohorse-1-4b-abliterated-q4_k_m.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo ijohn07/Huihui-NeoHorse-1-4B-abliterated-Q4_K_M-GGUF --hf-file huihui-neohorse-1-4b-abliterated-q4_k_m.gguf -c 2048
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 app" button that hands off directly to a local runtime of your choice - Infrahuman, LM Studio, or Ollama. No API keys, no subscription, no prompt leakage.