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prithivMLmods/VibeThinker-3B-heretic_decensored-GGUF

prithivMLmods 3B GGUF second-order
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Response includes
  • classification m3
  • files 17
  • author_summary 98 models
  • readme_text full
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · 30-day
648
Likes
4
Model age
3mo ago
created 2026-06-19
Downloads over time
Now4.3K→from0↑0%
01.6K3.2K4.8K0 on Jun 174.3K on Oct 12JunJulAugSepOct
Jun 17 → Oct 12 · 57 snapshots · spans 117 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.

Variants by this author 2 formats · 684 downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Languages
en
Quantizations
BF16 F16 F32 Q2_K Q3_K Q4 Q4_K Q5 Q5_K Q6_K Q8_0
Tags
transformers gguf llama-cpp text-generation-inference math code reasoning gpqa instruction-following heretic uncensored decensored

Related

Total size
45.4 GB
Files
17
Quantizations
12
Registered
2026-08-22 13:56
Last updated on HF
2026-06-20 10:51

Files by quantization

F32 1 file 11.5 GB
VibeThinker-3B-heretic_decensored.F32.gguf 11.5 GB e0a228a1 download
BF16 1 file 5.75 GB
VibeThinker-3B-heretic_decensored.BF16.gguf 5.75 GB 62e9aea0 download
F16 1 file 5.75 GB
VibeThinker-3B-heretic_decensored.F16.gguf 5.75 GB e3738c71 download
Q8_0 1 file 3.06 GB
VibeThinker-3B-heretic_decensored.Q8_0.gguf 3.06 GB 386c6d3c download
Q6_K 1 file 2.36 GB
VibeThinker-3B-heretic_decensored.Q6_K.gguf 2.36 GB 8bf082c4 download
Q5_K 2 files 4.09 GB
VibeThinker-3B-heretic_decensored.Q5_K_M.gguf 2.07 GB 8c3682ba download
VibeThinker-3B-heretic_decensored.Q5_K_S.gguf 2.02 GB dd4fce5c download
Q5 1 file 2.02 GB
VibeThinker-3B-heretic_decensored.Q5_0.gguf 2.02 GB d3b75920 download
Q4_K 2 files 3.51 GB
VibeThinker-3B-heretic_decensored.Q4_K_M.gguf 1.80 GB 15c52889 download
VibeThinker-3B-heretic_decensored.Q4_K_S.gguf 1.71 GB 2ff8823c download
Q4 1 file 1.70 GB
VibeThinker-3B-heretic_decensored.Q4_0.gguf 1.70 GB 7f639240 download
Q3_K 3 files 4.43 GB
VibeThinker-3B-heretic_decensored.Q3_K_L.gguf 1.59 GB 3e3b7d33 download
VibeThinker-3B-heretic_decensored.Q3_K_M.gguf 1.48 GB 0dbc63d4 download
VibeThinker-3B-heretic_decensored.Q3_K_S.gguf 1.35 GB c5a7286b download
Q2_K 1 file 1.19 GB
VibeThinker-3B-heretic_decensored.Q2_K.gguf 1.19 GB 177afa9b download
Auxiliary files 2 files 7.61 KB
README.md 4.94 KB 68cb45d2 download
.gitattributes 2.67 KB 1d4cfaea download

README current version from Hugging Face


base_model:

  • prithivMLmods/VibeThinker-3B-heretic_decensored
    tags:
  • llama-cpp
  • text-generation-inference
  • math
  • code
  • reasoning
  • gpqa
  • instruction-following
  • heretic
  • uncensored
  • decensored
  • abliterated
    pipeline_tag: text-generation
    license: apache-2.0
    language:
  • en
    library_name: transformers

VibeThinker-3B-heretic_decensored-GGUF

VibeThinker-3B-heretic_decensored is a reasoning-focused language model built on top of WeiboAI/VibeThinker-3B and modified using the Heretic abliteration toolkit. The model applies refusal-direction analysis and targeted weight-space interventions to reduce internal refusal behaviors while preserving the strong mathematical, coding, and STEM reasoning capabilities inherited from the VibeThinker training pipeline.

About VibeThinker-3B: VibeThinker-3B is a 3-billion-parameter reasoning-focused language model developed by WeiboAI. Built on top of Qwen2.5-Coder-3B, it was trained using the Spectrum-to-Signal Principle (SSP) post-training pipeline, combining curriculum-based two-stage supervised fine-tuning, multi-domain reinforcement learning through MaxEnt-Guided Policy Optimization (MGPO), offline self-distillation, and instruction-following reinforcement learning.

[!IMPORTANT]
This model is intended strictly for research and learning purposes. Due to reduced internal refusal mechanisms, it may generate sensitive or unrestricted content. Users assume full responsibility for how the model is used. The authors and hosting platform disclaim any liability for generated outputs.

[!NOTE]
This model is experimental and may generate unexpected behaviors or artifacts in certain scenarios.

Model Files

File Name Quant Type File Size File Link
VibeThinker-3B-heretic_decensored.BF16.gguf BF16 6.18 GB Download
VibeThinker-3B-heretic_decensored.F16.gguf F16 6.18 GB Download
VibeThinker-3B-heretic_decensored.F32.gguf F32 12.3 GB Download
VibeThinker-3B-heretic_decensored.Q2_K.gguf Q2_K 1.27 GB Download
VibeThinker-3B-heretic_decensored.Q3_K_L.gguf Q3_K_L 1.71 GB Download
VibeThinker-3B-heretic_decensored.Q3_K_M.gguf Q3_K_M 1.59 GB Download
VibeThinker-3B-heretic_decensored.Q3_K_S.gguf Q3_K_S 1.45 GB Download
VibeThinker-3B-heretic_decensored.Q4_0.gguf Q4_0 1.82 GB Download
VibeThinker-3B-heretic_decensored.Q4_K_M.gguf Q4_K_M 1.93 GB Download
VibeThinker-3B-heretic_decensored.Q4_K_S.gguf Q4_K_S 1.83 GB Download
VibeThinker-3B-heretic_decensored.Q5_0.gguf Q5_0 2.17 GB Download
VibeThinker-3B-heretic_decensored.Q5_K_M.gguf Q5_K_M 2.22 GB Download
VibeThinker-3B-heretic_decensored.Q5_K_S.gguf Q5_K_S 2.17 GB Download
VibeThinker-3B-heretic_decensored.Q6_K.gguf Q6_K 2.54 GB Download
VibeThinker-3B-heretic_decensored.Q8_0.gguf Q8_0 3.29 GB Download

llama.cpp

LLM inference in C/C++ — https://github.com/ggml-org/llama.cpp

README history 6 versions

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

  1. 2026-06-20Update README.mda333a544.9 KB
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  2. 2026-06-20Update README.mdacddd3d4.5 KB
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  3. 2026-06-20Update README.md63ffa6b3.6 KB
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  4. 2026-06-20Update README.mda4edf333.6 KB
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  5. 2026-06-20Update README.md69ab58a3.4 KB
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  6. 2026-06-20Create README.md164613769 B
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Discussions 1 thread

  1. 2026-09-01PRRename VibeThinker-3B-heretic_decensored.Q4_K_M.gguf to TookerVT.Q4_K_M.ggufclosed1 💬#1
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