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Model: DuoNeural/Mistral-NeMo-12B-Abliterated Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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base_model: mistralai/Mistral-Nemo-Instruct-2407
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language:
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- en
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tags:
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- abliteration
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- mistral
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- DuoNeural
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- mechanistic-interpretability
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pipeline_tag: text-generation
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---
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# Mistral-NeMo-12B Abliterated
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**DuoNeural | 2026-06-04**
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Orthogonal rank-1 projection abliteration applied to [mistralai/Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407).
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> **Research note**: Pre-abliteration compliance was **6/6** on our harmful probe suite — the base model already answered these requests before any weight modification. KL = 0.0004 (EXCELLENT) confirms near-zero benign distribution shift. This model is published as a documented research artifact; Mistral-NeMo's lighter safety training meant abliteration was mechanistically clean but behaviorally minimal.
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---
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## Architecture
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| Property | Value |
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|----------|-------|
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| Parameters | 12.2B (dense) |
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| Layers | 40 | Hidden | 5120 |
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| Attention | GQA (8 KV heads / 32 query heads), SWA 4096 |
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| Tokenizer | Tekken v3 (131,072 vocab) |
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## Abliteration
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- **Method**: Orthogonal rank-1 projection (DuoNeural standard)
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- **Targets**: `down_proj` + `o_proj`, all 40 layers
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- **Direction**: diff-in-means, 10 harmful vs 10 harmless, last-token final-layer hidden state
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- **α**: 0.3
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- **KL divergence** (Heretic v2.0, BF16→BF16, 10 benign probes): **0.0004** (EXCELLENT)
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- **Pre-abliteration compliance**: 6/6 harmful probes — model was already compliant
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- **Post-abliteration**: unchanged
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## P34 Research Context
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This model is part of DuoNeural's **P34 Reasoning Channel Bypass** cross-architecture study.
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Finding: Mistral-NeMo-Instruct-2407 shows pre-abliteration compliance (same pattern as DeepSeek-R1-Distill). This indicates Mistral's lighter safety training approach does not install a meaningful output-gate refusal locus — the two-component safety structure required for CoT dissociation is absent. Compare with Gemma 4-12B-IT and LFM 2.5-8B-A1B, where abliteration was required and produced measurable thinking-channel / output-gate dissociation.
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Full paper: [DuoNeural Zenodo community](https://zenodo.org/communities/duoneural)
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---
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**DuoNeural** | [HuggingFace](https://huggingface.co/DuoNeural) | [Zenodo](https://zenodo.org/communities/duoneural) | [@DuoNeural](https://x.com/DuoNeural)
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chat_template.jinja
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chat_template.jinja
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{%- if messages[0]["role"] == "system" %}
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{%- set system_message = messages[0]["content"] %}
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{%- set loop_messages = messages[1:] %}
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{%- else %}
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{%- set loop_messages = messages %}
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{%- endif %}
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{%- if not tools is defined %}
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{%- set tools = none %}
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{%- endif %}
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{%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %}
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{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}
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{%- set ns = namespace() %}
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{%- set ns.index = 0 %}
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{%- for message in loop_messages %}
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{%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %}
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{%- if (message["role"] == "user") != (ns.index % 2 == 0) %}
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{{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }}
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{%- endif %}
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{%- set ns.index = ns.index + 1 %}
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{%- endif %}
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{%- endfor %}
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{{- bos_token }}
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{%- for message in loop_messages %}
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{%- if message["role"] == "user" %}
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{%- if tools is not none and (message == user_messages[-1]) %}
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{{- "[AVAILABLE_TOOLS][" }}
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{%- for tool in tools %}
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{%- set tool = tool.function %}
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{{- '{"type": "function", "function": {' }}
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{%- for key, val in tool.items() if key != "return" %}
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{%- if val is string %}
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{{- '"' + key + '": "' + val + '"' }}
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{%- else %}
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{{- '"' + key + '": ' + val|tojson }}
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{%- endif %}
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{%- if not loop.last %}
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{{- ", " }}
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{%- endif %}
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{%- endfor %}
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{{- "}}" }}
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{%- if not loop.last %}
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{{- ", " }}
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{%- else %}
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{{- "]" }}
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{%- endif %}
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{%- endfor %}
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{{- "[/AVAILABLE_TOOLS]" }}
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{%- endif %}
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{%- if loop.last and system_message is defined %}
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{{- "[INST]" + system_message + "\n\n" + message["content"] + "[/INST]" }}
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{%- else %}
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{{- "[INST]" + message["content"] + "[/INST]" }}
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{%- endif %}
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{%- elif (message.tool_calls is defined and message.tool_calls is not none) %}
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{{- "[TOOL_CALLS][" }}
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{%- for tool_call in message.tool_calls %}
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{%- set out = tool_call.function|tojson %}
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{{- out[:-1] }}
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{%- if not tool_call.id is defined or tool_call.id|length != 9 %}
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{{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
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{%- endif %}
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{{- ', "id": "' + tool_call.id + '"}' }}
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{%- if not loop.last %}
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{{- ", " }}
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{%- else %}
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{{- "]" + eos_token }}
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{%- endif %}
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{%- endfor %}
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{%- elif message["role"] == "assistant" %}
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{{- message["content"] + eos_token}}
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{%- elif message["role"] == "tool_results" or message["role"] == "tool" %}
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{%- if message.content is defined and message.content.content is defined %}
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{%- set content = message.content.content %}
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{%- else %}
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{%- set content = message.content %}
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{%- endif %}
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{{- '[TOOL_RESULTS]{"content": ' + content|string + ", " }}
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{%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}
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{{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
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{%- endif %}
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{{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }}
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{%- else %}
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{{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }}
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{%- endif %}
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{%- endfor %}
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config.json
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{
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "bfloat16",
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"eos_token_id": 2,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 131072,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 40,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"rope_theta": 1000000.0,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.10.1",
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"use_cache": true,
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"vocab_size": 131072
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}
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"_from_model_config": true,
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"transformers_version": "5.10.1"
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3
tokenizer.json
Normal file
3
tokenizer.json
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@@ -0,0 +1,3 @@
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16
tokenizer_config.json
Normal file
16
tokenizer_config.json
Normal file
@@ -0,0 +1,16 @@
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{
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}
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||||
Reference in New Issue
Block a user