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Qwen3.6 27B Heretic ARA GGUF GGUF

This is a decensored version of Qwen/Qwen3.6-27B, made using Heretic v1.2.0 with Magnitude-Preserving Orthogonal Ablation (MPOA). This model is designed for unrestricted, unbound conversational use.

KindOtherBase modelQwen/Qwen3.6-27BVersionRevision 04e34f2Publisher@AbirayCgrade

Model source

Kind
Other
File size
12.4–26.6 GB
Base model
Qwen/Qwen3.6-27B
Version
vRevision 04e34f2
Updated
Oct 1, 2026
Publisher
@Abiray
Downloads
805
Tasks
Text generation
Source
Hugging Face

Source description

Qwen3.6-27B-heretic (GGUF)

This is a decensored version of Qwen/Qwen3.6-27B, made using Heretic v1.2.0 with Magnitude-Preserving Orthogonal Ablation (MPOA). This model is designed for unrestricted, unbound conversational use.

Abliteration Parameters

ParameterValue
direction_index37.97
attn.o_proj.max_weight1.45
attn.o_proj.max_weight_position59.09
attn.o_proj.min_weight1.44
attn.o_proj.min_weight_distance34.80
mlp.down_proj.max_weight1.43
mlp.down_proj.max_weight_position41.91
mlp.down_proj.min_weight0.72
mlp.down_proj.min_weight_distance28.18

Performance

MetricThis modelOriginal model (Qwen/Qwen3.6-27B)
KL divergence0.06530(by definition)
Refusals6/10092/100

Available Quantizations (GGUF)

All files are provided in GGUF format, quantized using llama.cpp for optimal performance on local hardware.

FilenameSize
Qwen3.6-27B-heretic-Q3_K_M.gguf13.3 GB
Qwen3.6-27B-heretic-Q4_K_S.gguf15.6 GB
Qwen3.6-27B-heretic-Q4_K_M.gguf16.5 GB
Qwen3.6-27B-heretic-Q5_K_M.gguf19.2 GB
Qwen3.6-27B-heretic-Q6_K.gguf22.1 GB
Qwen3.6-27B-heretic-Q8_0.gguf28.6 GB

Sources

1 source
Hugging FacePrimaryVersion 04e34f2cb6f7985e354ff58b7c54104ccbcde06b
huggingface.co/Abiray/Qwen3.6-27B-heretic-ARA-GGUF/tree/04e34f2cb6f7985e354ff58b7c54104ccbcde06b

Verified Oct 1

Model artifacts

6 artifacts

Qwen3.6-27B-heretic-Q3_K_M.gguf

gguf · 12.4 GB · SHA-256 f435141c15e2…8ab2 · Hugging Face

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Qwen3.6-27B-heretic-Q4_K_M.gguf

gguf · 15.4 GB · SHA-256 d8fa9b154d81…f969 · Hugging Face

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Qwen3.6-27B-heretic-Q4_K_S.gguf

gguf · 14.5 GB · SHA-256 dfa0f4850980…cd01 · Hugging Face

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Qwen3.6-27B-heretic-Q5_K_M.gguf

gguf · 17.9 GB · SHA-256 d52f8f1d6f4b…988b · Hugging Face

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Qwen3.6-27B-heretic-Q6_K.gguf

gguf · 20.6 GB · SHA-256 a8110cb0edea…7eeb · Hugging Face

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Qwen3.6-27B-heretic-Q8_0.gguf

gguf · 26.6 GB · SHA-256 332f18577103…6b0c · Hugging Face

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Source excerpts

3 excerpts

--- library_name: gguf license: apache-2.0 pipeline_tag: text-generation base_model: Qwen/Qwen3.6-27B tags: - GGUF - quantized - heretic - decensored - qwen3.6 - abhiray - mpoa --- # Qwen3.6-27B-heretic (GGUF) This is a decensored version of [Qwen/Qwen3.6-27B](https://huggingface.co/Qwen/Qwen3.6-27B), made using **Heretic v1.2.0** with **Magnitude-Preserving Orthogonal Ablation (MPOA)**. This model is designed for unrestricted, unbound conversational use. ## Abliteration Parameters | Parameter | Value | | :--- | :--- | | `direction_index` | 37.97 | | `attn.o_proj.max_weight` | 1.45 | | `attn.o_proj.max_weight_position` | 59.09 | | `attn.o_proj.min_weight` | 1.44 | | `attn.o_proj.min_weight_distance` | 34.80 | | `mlp.down_proj.max_weight` | 1.43 | | `mlp.down_proj.max_weight_position` | 41.91 | | `mlp.down_proj.min_weight` | 0.72 | | `mlp.down_proj.min_weight_distance` | 28.18 | ## Performance | Metric | This model | Original model (Qwen/Qwen3.6-27B) | | :--- | :--- | :--- | | **KL divergence** | 0.06530 | (by definition) | | **Refusals** | 6/100 | 92/100 | ## Available Quantizations (GGUF) All files are provided in GGUF format, quantized using `llama.cpp` for optimal performance on local hardware. | Filename | Size | | :--- | :--- | | `Qwen3.6-27B-heretic-Q3_K_M.gguf` | 13.3 GB | | `Qwen3.6-27B-heretic-Q4_K_S.gguf` | 15.6 GB | | `Qwen3.6-27B-heretic-Q4_K_M.gguf` | 16.5 GB | | `Qwen3.6-27B-heretic-Q5_K_M.gguf` | 19.2 GB | | `Qwen3.6-27B-heretic-Q6_K.gguf` | 22.1 GB | | `Qwen3.6-27B-heretic-Q8_0.gguf` | 28.6 GB |

Source context: 805 downloads · 9 likes · Pipeline text-generation · Library gguf · Repo Abiray/Qwen3.6-27B-heretic-ARA-GGUF

Source context: 234 downloads · 9 likes · Pipeline text-generation · Library gguf · Repo Abiray/Qwen3.6-27B-heretic-ARA-GGUF