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Koitenshin/Huihui-InternVL3-2B-abliterated-GGUF

Koitenshin 2B GGUF multimodal second-order 33K ctx
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Response includes
  • classification m8
  • files 15
  • hub_downloads_all_time 5,941
  • author_summary 4 models
  • readme_text full
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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.

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Downloads · lifetime
6K
323 last 30d - cooling
Likes
1
Model age
14mo ago
created 2025-08-02
Downloads over time
Now6K→from6↑99,883%
02.2K4.4K6.6K6 on Jul 30, 20256K on Oct 11Jul '25Sep '25Nov '25JanMarMayJulSep
Jul 30, 2025 → Oct 11 · 102 snapshots · spans 438 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
Languages
multilingual
Tags
transformers gguf internvl custom_code abliterated uncensored llama-cpp gguf-my-repo image-text-to-text multilingual license:apache-2.0 endpoints_compatible

Related

Total size
13.0 GB
Files
15
Quantizations
2
Registered
2026-08-22 13:56
Last updated on HF
2025-08-18 05:07

Files by quantization

F16 1 file 599 MB
mmproj-Huihui-InternVL3-2B-abliterated-F16.gguf 599 MB 99bc7344 download
Auxiliary files 14 files 13.0 GB
huihui-internvl3-2b-abliterated-q8_0.gguf 1.76 GB 7c54afcf download
huihui-internvl3-2b-abliterated-q6_k.gguf 1.36 GB 7b04598d download
huihui-internvl3-2b-abliterated-q5_k_m.gguf 1.20 GB 6368ccfb download
huihui-internvl3-2b-abliterated-q5_0.gguf 1.17 GB e604fac3 download
huihui-internvl3-2b-abliterated-q5_k_s.gguf 1.17 GB d757f2ce download
huihui-internvl3-2b-abliterated-q4_k_m.gguf 1.04 GB b3806c1c download
huihui-internvl3-2b-abliterated-q4_k_s.gguf 1021 MB 49d6131d download
huihui-internvl3-2b-abliterated-q4_0.gguf 1016 MB ac35ec84 download
huihui-internvl3-2b-abliterated-q3_k_l.gguf 935 MB 33dbdfb6 download
huihui-internvl3-2b-abliterated-q3_k_m.gguf 881 MB 97fabbe0 download
huihui-internvl3-2b-abliterated-q3_k_s.gguf 821 MB d457ed9a download
huihui-internvl3-2b-abliterated-q2_k.gguf 718 MB 72275a68 download
.gitattributes 2.58 KB df25b056 download
README.md 2.33 KB 4f0d3369 download

README current version from Hugging Face


license: apache-2.0
license_name: qwen
license_link: https://huggingface.co/Qwen/Qwen2.5-72B-Instruct/blob/main/LICENSE
pipeline_tag: image-text-to-text
library_name: transformers
base_model: huihui-ai/Huihui-InternVL3-2B-abliterated
base_model_relation: quantized
language:

  • multilingual
    tags:
  • internvl
  • custom_code
  • abliterated
  • uncensored
  • llama-cpp
  • gguf-my-repo

Update - Saturday, August 9th, 2025

The necessary multimodal projector for this model has been re-uploaded.
The model did not use the F32 version, but does use the F16 version.

Koitenshin/Huihui-InternVL3-2B-abliterated-GGUF

This model was converted to GGUF format from huihui-ai/Huihui-InternVL3-2B-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 Koitenshin/Huihui-InternVL3-2B-abliterated-Q8_0-GGUF --hf-file huihui-internvl3-2b-abliterated-q8_0.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo Koitenshin/Huihui-InternVL3-2B-abliterated-Q8_0-GGUF --hf-file huihui-internvl3-2b-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 Koitenshin/Huihui-InternVL3-2B-abliterated-Q8_0-GGUF --hf-file huihui-internvl3-2b-abliterated-q8_0.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo Koitenshin/Huihui-InternVL3-2B-abliterated-Q8_0-GGUF --hf-file huihui-internvl3-2b-abliterated-q8_0.gguf -c 2048

README history 3 versions

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

  1. 2025-08-18Update README.md5b9be922.3 KB
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  2. 2025-08-10Update README.md18a3b492.3 KB
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  3. 2025-08-02Upload README.md with huggingface_hub44497ad2.2 KB
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Discussions 1 thread

  1. 2025-08-09FIXED: Model does not support imagesclosed2 💬#1
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