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MuXodious/
Rocinante-XL-16B-v1-absolute-heresy-GGUF

Name: Rocinante-XL-16B-v1-absolute-heresy-GGUF
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MuXodious/Rocinante-XL-16B-v1-absolute-heresy

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Static GGUF quants of Rocinante-XL-16B-v1-absolute-heresy.

This is a Rocinante-XL-16B-v1 fine-tune, produced through P-E-W's Heretic (v1.2.0) abliteration engine with Self-Organizing Maps & Magnitude-Preserving Orthogonal Ablation enabled.

Heretication Results

Score Metric	Value	Parameter	Value
Refusals	3/416	direction_index	22.20
KL Divergence	0.0182	attn.o_proj.max_weights.0	0: 1.26
Initial Refusals	339/416	attn.o_proj.max_weights.1	1: 0.64
		attn.o_proj.max_weights.2	2: 1.41
		attn.o_proj.max_weights.3	3: 0.94
		attn.o_proj.max_weight_position	23.86
		attn.o_proj.min_weights.0	0: 0.97
		attn.o_proj.min_weights.1	1: 0.03
		attn.o_proj.min_weights.2	2: 1.18
		attn.o_proj.min_weights.3	3: 0.93
		attn.o_proj.min_weight_distance	18.57
		mlp.down_proj.max_weights.0	0: 1.23
		mlp.down_proj.max_weights.1	1: 0.70
		mlp.down_proj.max_weights.2	2: 1.35
		mlp.down_proj.max_weights.3	3: 0.86
		mlp.down_proj.max_weight_position	28.60
		mlp.down_proj.min_weights.0	0: 0.37
		mlp.down_proj.min_weights.1	1: 0.25
		mlp.down_proj.min_weights.2	2: 1.01
		mlp.down_proj.min_weights.3	3: 0.45
		mlp.down_proj.min_weight_distance	5.96

Degree of Heretication

The Heresy Index weighs the resulting model's corruption by the process (KL Divergence & PIQA, Manual Response Eval) and its abolition of doctrine (Refusals) for a final verdict in classification.

Index Entry	Classification	Analysis
Absolute	Absolute Heresy	Near zero overt and secondary refusals with minimal to no model damage
Tainted	Tainted Heresy	Some residual secondary refusals and/or moderate model damage
Impotent	Impotent Heresy	Lingering overt refusals and high model damage

Note: This is an arbitrary and subjective classification inspired by Warhammer 40K, indended to serve as a signpost towards the model's performance.

Appendix

Empty system prompt.

Heretication Rituals

 » [Trial  93] Refusals:  3/416, KL divergence: 0.0182
   [Trial 159] Refusals:  4/416, KL divergence: 0.0141
   [Trial  80] Refusals:  9/416, KL divergence: 0.0140
   [Trial 174] Refusals: 10/416, KL divergence: 0.0140
   [Trial 163] Refusals: 12/416, KL divergence: 0.0132
   [Trial 118] Refusals: 15/416, KL divergence: 0.0121
   [Trial  82] Refusals: 18/416, KL divergence: 0.0099
   [Trial 169] Refusals: 22/416, KL divergence: 0.0095
   [Trial 119] Refusals: 35/416, KL divergence: 0.0091
   [Trial  96] Refusals: 40/416, KL divergence: 0.0084
   [Trial 100] Refusals: 45/416, KL divergence: 0.0067
   [Trial 109] Refusals: 67/416, KL divergence: 0.0066
   [Trial  62] Refusals: 155/416, KL divergence: 0.0065
   [Trial 151] Refusals: 157/416, KL divergence: 0.0065
   [Trial 164] Refusals: 168/416, KL divergence: 0.0060
   [Trial 127] Refusals: 195/416, KL divergence: 0.0048
   [Trial 139] Refusals: 263/416, KL divergence: 0.0041
   [Trial  32] Refusals: 267/416, KL divergence: 0.0030
   [Trial 101] Refusals: 313/416, KL divergence: 0.0016
   [Trial  63] Refusals: 317/416, KL divergence: 0.0015
   [Trial 181] Refusals: 330/416, KL divergence: 0.0014
   [Trial  13] Refusals: 332/416, KL divergence: 0.0014
   [Trial  59] Refusals: 333/416, KL divergence: 0.0011
   [Trial  54] Refusals: 339/416, KL divergence: 0.0008

PIQA Benchmarks

┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃ Benchmark ┃ Metric               ┃  Value ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ PIQA Base │ acc,none             │ 0.7900 │
│           │ acc_stderr,none      │ 0.0095 │
│           │ acc_norm,none        │ 0.8020 │
│           │ acc_norm_stderr,none │ 0.0093 │
└───────────┴──────────────────────┴────────┘
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃ Benchmark ┃ Metric               ┃  Value ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ PIQA T93  │ acc,none             │ 0.7900 │
│           │ acc_stderr,none      │ 0.0095 │
│           │ acc_norm,none        │ 0.8030 │
│           │ acc_norm_stderr,none │ 0.0093 │
└───────────┴──────────────────────┴────────┘
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃ Benchmark ┃ Metric               ┃  Value ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ PIQA T159 │ acc,none             │ 0.7878 │
│           │ acc_stderr,none      │ 0.0095 │
│           │ acc_norm,none        │ 0.8047 │
│           │ acc_norm_stderr,none │ 0.0092 │
└───────────┴──────────────────────┴────────┘
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃ Benchmark ┃ Metric               ┃  Value ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ PIQA T163 │ acc,none             │ 0.7884 │
│           │ acc_stderr,none      │ 0.0095 │
│           │ acc_norm,none        │ 0.8036 │
│           │ acc_norm_stderr,none │ 0.0093 │
└───────────┴──────────────────────┴────────┘
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃ Benchmark ┃ Metric               ┃  Value ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ PIQA T80  │ acc,none             │ 0.7884 │
│           │ acc_stderr,none      │ 0.0095 │
│           │ acc_norm,none        │ 0.8020 │
│           │ acc_norm_stderr,none │ 0.0093 │
└───────────┴──────────────────────┴────────┘
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃ Benchmark ┃ Metric               ┃  Value ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ PIQA T174 │ acc,none             │ 0.7889 │
│           │ acc_stderr,none      │ 0.0095 │
│           │ acc_norm,none        │ 0.8014 │
│           │ acc_norm_stderr,none │ 0.0093 │
└───────────┴──────────────────────┴────────┘

Mistral v3 Tekken or Metharme.

Can think via <thinking> or <think>

Just like Roci X but better.

(Model card still a WIP)

FP16: https://huggingface.co/TheDrummer/Rocinante-XL-16B-v1 GGUF: https://huggingface.co/TheDrummer/Rocinante-XL-16B-v1-GGUF

MuXodious/Rocinante-XL-16B-v1-absolute-heresy-GGUF

Degree of Heretication

MuXodious/
Rocinante-XL-16B-v1-absolute-heresy-GGUF