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Model: grayarea/Mars-27B-V.1-heretic-v1.2-GGUF
Source: Original Platform

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README.md

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+---
+base_model:
+- grayarea/Mars-27B-V.1-heretic-v1.2
+tags:
+- heretic
+- uncensored
+- decensored
+- abliterated
+- mpoa
+
+---
+
+This is a decensored version of Mars-27B-V.1, made using Heretic v1.2.0 focusing on zero refusals with low KL divergence.
+
+Note Mars-27B-V.1 itself is a merge of models that are already abliterated. This is an experiment to see what happens if some additional refusals are removed.
+
+## KL Divergence
+| Metric | This Model | Original Model |
+| ------ | ---------- | -------------- |
+| **KL divergence** | 0.0159 | 0 *(by definition)* |
+| **Refusals** | 0/108 | 9/108 |
+
+## Relative Perplexity
+| Quant  | Filename | PPL ± Error |
+| ------ | -------- | ----------- |
+| Q8_0 | Mars-27B-V.1-heretic-v1.2-Q8_0.gguf | 6.2202 +/- 0.04253 |
+| Q4_K_M | Mars-27B-V.1-heretic-v1.2-Q4_K_M.gguf | 6.3112 +/- 0.04316 |
+
+## Abliteration parameters
+* Zero refusals with KL divergence of 0.0159
+* Custom heretic training dataset
+* Abliterated with MPOA enabled (Magnitude-Preserving Orthogonal Ablation)
+* Full row renormalization
+* Winsorization Quantile 0.997