From badb853b03d271d1f44b751ebe63e3ca32bc9758 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 16 May 2026 08:16:45 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: richardyoung/DeepSeek-R1-Distill-Qwen-7B-abliterated-obliteratus Source: Original Platform --- .gitattributes | 36 ++++ README.md | 87 ++++++++ abliteration_metadata.json | 56 +++++ chat_template.jinja | 1 + config.json | 59 ++++++ generation_config.json | 9 + model-00001-of-00009.safetensors | 3 + model-00002-of-00009.safetensors | 3 + model-00003-of-00009.safetensors | 3 + model-00004-of-00009.safetensors | 3 + model-00005-of-00009.safetensors | 3 + model-00006-of-00009.safetensors | 3 + model-00007-of-00009.safetensors | 3 + model-00008-of-00009.safetensors | 3 + model-00009-of-00009.safetensors | 3 + model.safetensors.index.json | 347 +++++++++++++++++++++++++++++++ special_tokens_map.json | 23 ++ tokenizer.json | 3 + tokenizer_config.json | 194 +++++++++++++++++ 19 files changed, 842 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 abliteration_metadata.json create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model-00001-of-00009.safetensors create mode 100644 model-00002-of-00009.safetensors create mode 100644 model-00003-of-00009.safetensors create mode 100644 model-00004-of-00009.safetensors create mode 100644 model-00005-of-00009.safetensors create mode 100644 model-00006-of-00009.safetensors create mode 100644 model-00007-of-00009.safetensors create mode 100644 model-00008-of-00009.safetensors create mode 100644 model-00009-of-00009.safetensors create mode 100644 model.safetensors.index.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..4abd714 --- /dev/null +++ b/README.md @@ -0,0 +1,87 @@ +--- +language: +- en +license: mit +library_name: transformers +base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-7B +tags: +- abliteration +- uncensored +- OBLITERATUS +- representation-engineering +- refusal-removal +pipeline_tag: text-generation +model-index: +- name: DeepSeek-R1-Distill-Qwen-7B-abliterated-obliteratus + results: + - task: + type: text-generation + metrics: + - name: Refusal Rate + type: refusal_rate + value: 50/100 + - name: Attack Success Rate + type: asr + value: 50.0 + - name: KL Divergence + type: kl_divergence + value: 1.191 +--- + +# DeepSeek-R1-Distill-Qwen-7B-abliterated-obliteratus + +This model is an abliterated (uncensored) version of [DeepSeek-R1-Distill-Qwen-7B](deepseek-ai/DeepSeek-R1-Distill-Qwen-7B) created using [OBLITERATUS](https://github.com/elder-plinius/OBLITERATUS) (advanced method). + +## Abliteration Results + +| Metric | Value | +|--------|-------| +| **Refusals** | 50/100 | +| **Attack Success Rate (ASR)** | 50.0% | +| **KL Divergence** | 1.191 | +| **Method** | OBLITERATUS (advanced) | +| **GPU** | NVIDIA RTX PRO 6000 Blackwell | + +## What is Abliteration? + +Abliteration is a technique for removing refusal behavior from language models by identifying and orthogonalizing the "refusal direction" in the model's residual stream activation space. This model was created as part of the research paper: + +> **Comparative Analysis of LLM Abliteration Methods: Scaling to MoE Architectures and Modern Tools** +> Richard Young (2026). arXiv: [2512.13655](https://arxiv.org/abs/2512.13655) + +## Usage + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +model = AutoModelForCausalLM.from_pretrained("richardyoung/DeepSeek-R1-Distill-Qwen-7B-abliterated-obliteratus", device_map="auto") +tokenizer = AutoTokenizer.from_pretrained("richardyoung/DeepSeek-R1-Distill-Qwen-7B-abliterated-obliteratus") + +messages = [{"role": "user", "content": "Your prompt here"}] +inputs = tokenizer.apply_chat_template(messages, return_tensors="pt").to(model.device) +outputs = model.generate(inputs, max_new_tokens=256) +print(tokenizer.decode(outputs[0], skip_special_tokens=True)) +``` + +## Disclaimer + +This model is released for research purposes only. The abliteration process removes safety guardrails. Users are responsible for ensuring appropriate use. This model should not be used to generate harmful, illegal, or unethical content. + +## Dashboard + +Interactive results dashboard: [abliteration-methods-dashboard](https://huggingface.co/spaces/richardyoung/abliteration-methods-dashboard) + +## Collection + +Part of the [Uncensored and Abliterated LLMs](https://huggingface.co/collections/richardyoung/uncensored-and-abliterated-llms) collection. + +## Citation + +```bibtex +@article{young2024abliteration, + title={Comparative Analysis of LLM Abliteration Methods}, + author={Young, Richard}, + journal={arXiv preprint arXiv:2512.13655}, + year={2024} +} +``` diff --git a/abliteration_metadata.json b/abliteration_metadata.json new file mode 100644 index 0000000..5eeed19 --- /dev/null +++ b/abliteration_metadata.json @@ -0,0 +1,56 @@ +{ + "source_model": "deepseek-ai/DeepSeek-R1-Distill-Qwen-7B", + "technique": "refusal_direction_ablation", + "method": "advanced", + "method_config": { + "n_directions": 4, + "direction_method": "svd", + "norm_preserve": true, + "regularization": 0.3, + "refinement_passes": 2, + "project_biases": true, + "use_chat_template": true, + "use_whitened_svd": false, + "true_iterative_refinement": false, + "winsorize_activations": false, + "float_layer_interpolation": false, + "cot_aware": false, + "use_kl_optimization": false, + "use_lora_ablation": false, + "spectral_cascade": false, + "spectral_bands": 3, + "spectral_threshold": 0.05 + }, + "references": [ + "Arditi et al., Refusal in Language Models Is Mediated by a Single Direction (NeurIPS 2024)", + "Gabliteration: SVD-based multi-direction extraction (arXiv:2512.18901)", + "Norm-Preserving Biprojected Abliteration (grimjim, 2025)", + "Young, Comparative Analysis of LLM Abliteration Methods (arXiv:2512.13655)", + "Joad et al., More to Refusal than a Single Direction (2026)", + "Heretic (p-e-w, 2025): Bayesian optimization, LoRA-mediated ablation, winsorization", + "OBLITERATUS: Whitened SVD, EGA, CoT-aware, KL co-optimization, float interpolation (novel)" + ], + "strong_layers": [ + 27, + 26, + 25, + 24, + 23, + 22, + 21, + 20 + ], + "n_harmful_prompts": 512, + "n_harmless_prompts": 512, + "quality_metrics": { + "perplexity": 47.104726995215096, + "coherence": 1.0, + "refusal_rate": 0.03333333333333333, + "kl_divergence": 0.4912732243537903, + "spectral_certification": "RED" + }, + "kl_contributions": {}, + "cot_preserved_layers": [], + "float_layer_weights": {}, + "lora_adapters_saved": false +} \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..c2066bd --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor 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message['content'] + '<|end▁of▁sentence|>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<|Assistant|>' + content + '<|end▁of▁sentence|>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<|tool▁outputs▁begin|><|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\n<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<|tool▁outputs▁end|>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<|Assistant|>\n'}}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..6e50860 --- /dev/null +++ b/config.json @@ -0,0 +1,59 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + 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