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Model: ChiKoi7/Llama-3.1-8B-Lexi-Uncensored-V2-Heretic-GGUF
Source: Original Platform

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README.md

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+---
+license: llama3.1
+model-index:
+- name: Llama-3.1-8B-Lexi-Uncensored-V2
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: IFEval (0-Shot)
+      type: HuggingFaceH4/ifeval
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: inst_level_strict_acc and prompt_level_strict_acc
+      value: 77.92
+      name: strict accuracy
+    source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: BBH (3-Shot)
+      type: BBH
+      args:
+        num_few_shot: 3
+    metrics:
+    - type: acc_norm
+      value: 29.69
+      name: normalized accuracy
+    source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MATH Lvl 5 (4-Shot)
+      type: hendrycks/competition_math
+      args:
+        num_few_shot: 4
+    metrics:
+    - type: exact_match
+      value: 16.92
+      name: exact match
+    source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GPQA (0-shot)
+      type: Idavidrein/gpqa
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 4.36
+      name: acc_norm
+    source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MuSR (0-shot)
+      type: TAUR-Lab/MuSR
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 7.77
+      name: acc_norm
+    source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU-PRO (5-shot)
+      type: TIGER-Lab/MMLU-Pro
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 30.9
+      name: accuracy
+    source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2
+      name: Open LLM Leaderboard
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+- Llama-3.1
+- 8B
+- Lexi
+- Heretic
+- Uncensored
+- Abliterated
+- GGUF
+---
+
+
+## Llama-3.1-8B-Lexi-Uncensored-V2-Heretic-GGUF
+
+A decensored version of [Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2](https://huggingface.co/Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2), made using [Heretic](https://github.com/p-e-w/heretic) v1.0.1
+
+|     | Llama-3.1-8B-Lexi-Uncensored-V2-Heretic | Original model ([Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2](https://huggingface.co/Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2)) |
+| --- | --- | --- |
+| **Refusals** | 2/100 | 35/100 |
+| **KL divergence** | 0.02 | 0 *(by definition)* |
+
+## Heretic Abliteration Parameters
+
+| Parameter | Value |
+| :-------- | :---: |
+| **direction_index** | per layer |
+| **attn.o_proj.max_weight** | 0.95 |
+| **attn.o_proj.max_weight_position** | 19.12 |
+| **attn.o_proj.min_weight** | 0.93 |
+| **attn.o_proj.min_weight_distance** | 9.83 |
+| **mlp.down_proj.max_weight** | 0.98 |
+| **mlp.down_proj.max_weight_position** | 23.23 |
+| **mlp.down_proj.min_weight** | 0.10 |
+| **mlp.down_proj.min_weight_distance** | 5.19 |
+
+
+## Safetensors Version
+
+Safetensors version available at [ChiKoi7/Llama-3.1-8B-Lexi-Uncensored-V2-Heretic](https://huggingface.co/ChiKoi7/Llama-3.1-8B-Lexi-Uncensored-V2-Heretic)
+
+---
+
+---
+
+---
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/644ad182f434a6a63b18eee6/7mnEJyioRzQaWz8xLM4KI.png)
+
+VERSION 2 Update Notes:
+---
+- More compliant
+- Smarter
+- For best response, use this system prompt (feel free to expand upon it as you wish):
+
+Think step by step with a logical reasoning and intellectual sense before you provide any response.
+
+- For more uncensored and compliant response, you can expand the system message differently, or simply enter a dot "." as system message.
+
+- IMPORTANT: Upon further investigation, the Q4 seems to have refusal issues sometimes. 
+There seems to be some of the fine-tune loss happening due to the quantization. I will look into it for V3. 
+Until then, I suggest you run F16 or Q8 if possible.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/644ad182f434a6a63b18eee6/zaHhRjsk3rvo_YewgXV2Z.png)
+
+GENERAL INFO:
+---
+
+This model is based on Llama-3.1-8b-Instruct, and is governed by [META LLAMA 3.1 COMMUNITY LICENSE AGREEMENT](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE)
+
+Lexi is uncensored, which makes the model compliant. You are advised to implement your own alignment layer before exposing the model as a service. It will be highly compliant with any requests, even unethical ones. 
+
+You are responsible for any content you create using this model. Please use it responsibly.
+
+Lexi is licensed according to Meta's Llama license. I grant permission for any use, including commercial, that falls within accordance with Meta's Llama-3.1 license.
+
+IMPORTANT:
+---
+Use the same template as the official Llama 3.1 8B instruct.
+System tokens must be present during inference, even if you set an empty system message. If you are unsure, just add a short system message as you wish.
+
+FEEDBACK:
+---
+If you find any issues or have suggestions for improvements, feel free to leave a review and I will look into it for upcoming improvements and next version.
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/644ad182f434a6a63b18eee6/uqJv-R1LeJEfMxi1nmTH5.png)
+
+
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Orenguteng__Llama-3.1-8B-Lexi-Uncensored-V2)
+
+|      Metric       |Value|
+|-------------------|----:|
+|Avg.               |27.93|
+|IFEval (0-Shot)    |77.92|
+|BBH (3-Shot)       |29.69|
+|MATH Lvl 5 (4-Shot)|16.92|
+|GPQA (0-shot)      | 4.36|
+|MuSR (0-shot)      | 7.77|
+|MMLU-PRO (5-shot)  |30.90|