---

license: apache-2.0

base_model: philbert440/Qwen3.8-27B-Uncensored-Aggressive

tags:

• uncensored
• abliterated
• qwen3
• gguf
• llama.cpp

pipeline_tag: image-text-to-text

---

Qwen3.8-27B-Uncensored-Aggressive — GGUF

llama.cpp GGUF quants of Qwen3.8-27B-Uncensored-Aggressive (the α=1.15 recipe update — see below).

Includes the main weight quants plus the vision projector (mmproj-*) for image input and the

MTP head (mtp-*) for speculative decoding.

Files

| file | notes |

|---|---|

| *-BF16.gguf | full precision |

| -Q8_0.gguf / -Q6_K.gguf / -Q5_K_M.gguf / -Q4_K_M.gguf | weight quants (Q4_K_M = smallest) |

| mmproj-*-{BF16,Q8_0}.gguf | vision projector (load with --mmproj for image input) |

| mtp-*-{BF16,Q8_0,Q4_0}.gguf | MTP speculative-decoding head (optional) |

About this update (α=1.15)

This is a recipe update to the Aggressive line. The previous build used single-direction refusal

ablation at high strength (α≈1.24), which a benchmark sweep showed over-ablates — past the ~1.15

peak, extra ablation reduces openness and degrades reasoning/calibration. This build uses α=1.15,

the peak, and measures better on every axis while being more open.

Evaluation (larger-sample, thinking mode, Claude-judged, bf16)

| | openness ↑ | confab ↓ | factual ↑ | gsm8k ↑ |

|---|---|---|---|---|

| stock base (censored) | 0.08 | 0.75 | 1.00 | 0.85 |

| Aggressive (α=1.15) | 0.88 | 0.725 | 1.00 | 0.85 |

| previous Aggressive (α≈1.24) | 0.80 | 0.80 | 1.00 | 0.817 |

Method: single-direction refusal-vector orthogonalization (Arditi et al. / mlabonne), layer 28, α=1.15.

Vision tower and MTP head preserved.

Note

Uncensored / de-refused — it will follow instructions it would otherwise decline. Use responsibly and

in compliance with applicable law.