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Qwen3.5-4B-abliterated-bf16-public

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ashwin-sreedhar/Qwen3.5-4B-abliterated-bf16-public is an uncensored open-source model hosted on Hugging Face.

Text GenerationMLX LMsafetensorsLicense: apache-2.04Bmlxqwen3_5bf16experimentalconversational
README.md说明 / 使用方法

license: apache-2.0 base_model: Qwen/Qwen3.5-4B library_name: mlx pipeline_tag: text-generation tags:

  • mlx
  • bf16
  • experimental

Qwen3.5-4B — weight-edited attempt 1 (bf16)

Experimental research checkpoint. This is the existing historical attempt 1, selected on validation data, not a newly selected direction or a claim of a fully refusal-free model. The original base weights are preserved separately. Modified weights are supplied in the source-style safetensors layout, tested for text chat with mlx-lm 0.32.2 and MLX 0.32.4 on Apple silicon.

The edit projects a selected direction out of decoder residual writers, embeddings and the vision merger. The tied output read path changes with the embedding. The original export omitted MTP tensors. Image behavior and MTP-assisted generation are not verified.

Existing saved measurements

VariantJBB marker refusals / 100First-token harmless KLGSM8K accuracy
Original bf1695087.72%
This attempt 1100.064085.90%

The fixed acceptance bar was at most 5 JBB refusals, so this checkpoint did not pass the full bar. GSM8K's paired change was -1.82 percentage points (SE 0.77). One benchmark does not establish general capability preservation, and marker absence does not establish semantic compliance. These are historical saved results; the upload did not rerun behavioral benchmarks. A local load/chat smoke test passed.

Provenance and integrity

abl_edit.json is the original edit metadata. release_manifest.json contains SHA-256 hashes of this release. Historical source revision and extraction lineage were not completely recorded; the current cached base snapshot must not be treated as proof of the old export's exact lineage. This historical checkpoint has not been retrospectively certified by the new pipeline's full tensor round-trip checks.

The accompanying license is the upstream Apache 2.0 license. This repository contains modified weights; it is not an official Qwen release. No evaluation prompts or raw harmful generations are included.

Loading

Download this public repo, then pass the downloaded folder to mlx_lm.load. In persona-lab, use python evil_chat_mlx.py --model /path/to/download --dose 0 --max_tokens 4096. The zero dose disables extra neuron steering; the weight edit is already in the checkpoint.

Modification and distribution notice

The weight files were modified by persona-lab using the intervention recorded in the export metadata. Each safetensors file carries a modification notice in its header. This release packaging changes header metadata only: every tensor's dtype, shape, offsets and payload bytes remain the same as the verified edited checkpoint. The original local checkpoint is not rewritten.

Upstream licenses, attribution and usage restrictions continue to apply. See the included license, notice and policy files. No benchmark prompts, raw harmful completions or manual-test programs are included.

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来源与版本

作者
ashwin-sreedhar
最近更新
2026/10/30
最新创建
2026/10/30
HF 趋势
420
数据快照
2026/10/30
版本
未知
许可证
apache-2.0