huihui-ai / Model details
Huihui-NeoHorse-1-4B-abliterated-GGUF
huihui-ai/Huihui-NeoHorse-1-4B-abliterated-GGUF
Family: Unknown. No supported family evidence recorded.
About this model
huihui-ai's Huihui-NeoHorse-1-4B-abliterated-GGUF is a GGUF release derived from TokenRhythm/NeoHorse-1-4B. The creator describes it as an uncensored version made with abliteration, specifically a crude proof-of-concept implementation to remove refusals without using TransformerLens, with layers 5 through 17 ablated using 0-based indexing. According to the model card, the MTP and Visual components were extracted from Qwen/Qwen3.5-4B and can provide excellent support. The model card warns that safety filtering has been significantly reduced and outputs may be sensitive, controversial, or inappropriate, and recommends research or controlled use. The license is Apache-2.0.
Description sources
Source-based description, not an independent evaluation. Check the linked sources for the creator’s claims and limitations.
Size and formats
- Base model
- TokenRhythm/NeoHorse-1-4B
- Parameters
- Unknown
- Main repository formats
- GGUF
- License tag
- apache-2.0
- Languages
- Unknown
- Last updated
- 2026-09-18 · 14:39:07.000 UTC
What changed
Model types are creator-reported, not independently tested. These labels describe source metadata, not a guarantee of behavior.
- abliteratedsource tag:
abliterated
- abliteratedmodel name:
Huihui-NeoHorse-1-4B-abliterated-GGUF
- uncensoredsource tag:
uncensored
- fine-tunedsource tag:
base_model:finetune:TokenRhythm/NeoHorse-1-4B
Family evidence
These groupings are source-reported. Explicit base identifiers take priority over generic architecture tags.
- No supported family evidence recorded.
Available versions
Versions appear here only when they explicitly name this exact model as their source. Check each repository for available files.
- Main repository files ↗GGUF
- No other explicitly linked versions recorded.
Customize or build on this model
Listed from public GitHub data, not tested by us. Read the code and license before you run anything.
Tools to customize it further
Make a smaller download (quantize)
- llama.cpp ↗ ★ 132,124
Runs models locally and includes the tools behind most GGUF files. A conversion script turns Hugging Face weights into GGUF, and llama-quantize shrinks a high-precision GGUF to lower-bit formats, which can cost some accuracy.
Learn the techniques
- LLM Course ↗ ★ 84,633
A free course with roadmaps and Colab notebooks. Its notebooks include one-click tools for merging with MergeKit, quantizing to GGUF, GPTQ, EXL2, AWQ and HQQ, and automatic abliteration with custom datasets.
Source provenance
- Downloads
- 13,985
- Likes
- 20
- Metadata checked
- 2026-10-24 · 08:12:56 UTC
- First seen in index
- 2026-10-24 · 08:12:56 UTC
- Source revision
- fb32df77e9e1852d558d1013501e19666a3eb0bb
Source-card excerpt
Source model card excerpt: huihui-ai/Huihui-NeoHorse-1-4B-abliterated-GGUF This is an uncensored version of TokenRhythm/NeoHorse-1-4B created with abliteration (see remove-refusals-with-transformers to know more about it). This is a crude, proof-of-concept implementation
From huihui-ai/Huihui-NeoHorse-1-4B-abliterated-GGUF. Creator model-card excerpt, not an independent review.
Inspect before you run
Low refusal is not proof of correctness. Outputs can be inaccurate, harmful, or biased. Review the model card, license and files yourself. A license tag is not commercial-use advice. Parameter counts are source metadata; no hardware compatibility is implied.
This directory does not run, host, redistribute, or test model weights.
Collection rules & limitations ↗