---
license: apache-2.0
base_model: Qwen/Qwen3-VL-32B-Instruct
pipeline_tag: image-text-to-text
library_name: transformers
tags:
- uncensored
- abliterated
- multimodal
- vision
- qwen3_vl
language:
- en
- zh
---

# Qwen3-VL-32B-Abliterated-xCloud

**繁體中文 ｜ English below**

由 xCloudinfo 以 [Qwen/Qwen3-VL-32B-Instruct](https://huggingface.co/Qwen/Qwen3-VL-32B-Instruct) 為基礎，
移除其過度拒絕（over-refusal）傾向後的多模態視覺語言模型。**公開釋出供社群測試與研究。**

- 方法：**方向消融（directional ablation / abliteration）**，非重新訓練。依 Arditi et al. (2024)，
  將「拒絕方向」從殘差寫入矩陣（`self_attn.o_proj`、`mlp.down_proj`，第 50–63 層，共 28 個矩陣）正交化移除，強度 1.0。
- **方向以繁體中文提示對萃取**：實測若用英文提示萃取，正交化後會摧毀繁中輸出（繁體 5/8 → 0/8）；改用繁中提示對後保住繁中能力。
- 視覺能力沿用原模型（Qwen3-VL 的圖像／影片理解、OCR、視覺 agent 等）。
- 授權：Apache-2.0（沿用 base）。

## Responsible use

This model has had its safety-alignment refusal behaviour removed and may respond directly to sensitive or
dual-use requests. It is released **for community testing and research only**. Users are solely responsible for
lawful, compliant, and ethical use. xCloudinfo assumes no responsibility for outputs or downstream use.

---

# Qwen3-VL-32B-Abliterated-xCloud — English

An abliterated (reduced over-refusal) multimodal vision-language model produced by xCloudinfo from
[Qwen/Qwen3-VL-32B-Instruct](https://huggingface.co/Qwen/Qwen3-VL-32B-Instruct), **released for community testing.**

- Method: **directional ablation** (not retraining). Following Arditi et al. (2024), the refusal direction is
  orthogonalized out of residual-writing matrices (`self_attn.o_proj`, `mlp.down_proj`, layers 50–63; 28 tensors),
  strength 1.0.
- The refusal direction was extracted using **Traditional-Chinese** prompt pairs; extracting with English prompts
  was found to destroy zh-TW generation after ablation.
- Vision capabilities are inherited unchanged from the base (image/video understanding, OCR, visual agent).
- License: Apache-2.0 (inherited from the base model).