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QuantFactory/SmallThinker-3B-Preview-abliterated-GGUF

QuantFactory 3B GGUF 33K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/QuantFactory%2FSmallThinker-3B-Preview-abliterated-GGUF"
Response includes
  • classification m8
  • files 16
  • hub_downloads_all_time 5,769
  • author_summary 48 models
  • readme_text full
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GET/models?author=QuantFactory
All 48 models by QuantFactory
 GET/methods/m8
What "m8" means · taxonomy
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

No other method signals detected in this model.
Confidence
HIGH
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=quantfactory (M8 quantization producer)
  • is_gguf=1
  • base_model='PowerInfer/SmallThinker-3B-Preview' (source unknown method)
How we label → About M8 →
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
6K
909 last 30d - stable
Likes
4
Model age
21mo ago
created 2025-01-02
Downloads over time
Now5.9K→from794↑643%
3372.4K4.4K6.4K794 on Jan 1, 20255.9K on Oct 11Jan '25Apr '25Jul '25Oct '25JanAprJulOct
Jan 1, 2025 → Oct 11 · 132 snapshots · spans 648 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.

PowerInfer/SmallThinker-3B-Preview this lineage
QuantFactory/SmallThinker-3B-Preview-abliterated-GGUF↓ 909

Metadata

Quantizations
Q2_K Q3_K Q4 Q4_K Q5 Q5_K Q6_K Q8_0
Tags
gguf abliterated uncensored base_model:Tiiny/SmallThinker-3B-Preview base_model:quantized:Tiiny/SmallThinker-3B-Preview endpoints_compatible region:us conversational

Related

Other by QuantFactory
Qwen2.5-7B-Instruct-abliterated-v2-GGUF 15K Llama-3.2-3B-Instruct-abliterated-GGUF 13K Qwen2.5-7B-Instruct-Uncensored-GGUF 13K DarkIdol-Llama-3.1-8B-Instruct-1.2-Uncensored-GGUF 8K NeuralDaredevil-8B-abliterated-GGUF 4K
Total size
28.9 GB
Files
16
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2025-01-02 07:16
Source huggingface.co/QuantFactory/SmallThinker-3B-Preview-abliterated-GGUF ↗ Base model PowerInfer/SmallThinker-3B-Preview ↗

Files by quantization

Q8_0 1 file 3.37 GB
SmallThinker-3B-Preview-abliterated.Q8_0.gguf 3.37 GB 7937a08a download
Q6_K 1 file 2.60 GB
SmallThinker-3B-Preview-abliterated.Q6_K.gguf 2.60 GB e5360ecf download
Q5 2 files 4.62 GB
SmallThinker-3B-Preview-abliterated.Q5_1.gguf 2.40 GB b5184bab download
SmallThinker-3B-Preview-abliterated.Q5_0.gguf 2.22 GB e9de3da8 download
Q5_K 2 files 4.49 GB
SmallThinker-3B-Preview-abliterated.Q5_K_M.gguf 2.27 GB f2ddb1bb download
SmallThinker-3B-Preview-abliterated.Q5_K_S.gguf 2.22 GB 9ef1e305 download
Q4 2 files 3.90 GB
SmallThinker-3B-Preview-abliterated.Q4_1.gguf 2.04 GB 3c2a26d5 download
SmallThinker-3B-Preview-abliterated.Q4_0.gguf 1.86 GB dc2c57a0 download
Q4_K 2 files 3.83 GB
SmallThinker-3B-Preview-abliterated.Q4_K_M.gguf 1.96 GB 514100b5 download
SmallThinker-3B-Preview-abliterated.Q4_K_S.gguf 1.87 GB ecca201c download
Q3_K 3 files 4.80 GB
SmallThinker-3B-Preview-abliterated.Q3_K_L.gguf 1.71 GB 0c135e9a download
SmallThinker-3B-Preview-abliterated.Q3_K_M.gguf 1.61 GB 1120cd21 download
SmallThinker-3B-Preview-abliterated.Q3_K_S.gguf 1.48 GB 2efb9037 download
Q2_K 1 file 1.28 GB
SmallThinker-3B-Preview-abliterated.Q2_K.gguf 1.28 GB e720a8ad download
Auxiliary files 2 files 3.86 KB
.gitattributes 2.62 KB 1b00774e download
README.md 1.24 KB 207c7b90 download

README current version from Hugging Face

base_model:

  • PowerInfer/SmallThinker-3B-Preview
    tags:
  • abliterated
  • uncensored

QuantFactory Banner

QuantFactory/SmallThinker-3B-Preview-abliterated-GGUF

This is quantized version of huihui-ai/SmallThinker-3B-Preview-abliterated created using llama.cpp

Original Model Card

huihui-ai/SmallThinker-3B-Preview-abliterated

This is an uncensored version of PowerInfer/SmallThinker-3B-Preview created with abliteration (see remove-refusals-with-transformers to know more about it).
This is a crude, proof-of-concept implementation to remove refusals from an LLM model without using TransformerLens.

Use with ollama

You can use huihui_ai/smallthinker-abliterated directly

ollama run huihui_ai/smallthinker-abliterated

README history 1 version

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

  1. 2025-01-02Upload README.md with huggingface_hub33661fc1.2 KB
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