base_model:
- llmfan46/Forgotten-Transgression-24B-v4.1-uncensored-heretic
base_model_relation: quantized
language: - en
license: apache-2.0
inference: false
tags: - nsfw
- explicit
- roleplay
- unaligned
- dangerous
- ERP
- heretic
- uncensored
- decensored
- abliterated
- ara
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94% fewer refusals (6/100 Uncensored vs 95/100 Original) while preserving model quality (0.0232 KL divergence).
❤️ Support My Work
Creating these models takes significant time, work and compute. If you find them useful consider supporting me:
| Platform | Link | What you get |
|---|---|---|
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GGUF quantizations of llmfan46/Forgotten-Transgression-24B-v4.1-uncensored-heretic.
This is a decensored version of ReadyArt/Forgotten-Transgression-24B-v4.1, made using Heretic v1.2.0 with the Arbitrary-Rank Ablation (ARA) method
Abliteration parameters
| Parameter | Value |
|---|---|
| start_layer_index | 15 |
| end_layer_index | 32 |
| preserve_good_behavior_weight | 0.8783 |
| steer_bad_behavior_weight | 0.0001 |
| overcorrect_relative_weight | 0.9058 |
| neighbor_count | 2 |
Targeted components
- attn.o_proj
Performance
| Metric | This model | Original model (Forgotten-Transgression-24B-v4.1) |
|---|---|---|
| KL divergence | 0.0232 | 0 (by definition) |
| Refusals | ✅ 6/100 | ❌ 95/100 |
PIQA test results with batch size 128:
Original:
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| piqa | 1 | none | 0 | acc | ↑ | 0.8237 | ± | 0.0089 |
| none | 0 | acc_norm | ↑ | 0.8351 | ± | 0.0087 |
Heretic:
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| piqa | 1 | none | 0 | acc | ↑ | 0.8237 | ± | 0.0089 |
| none | 0 | acc_norm | ↑ | 0.8373 | ± | 0.0086 |
Lower refusals indicate fewer content restrictions, while lower KL divergence indicates more closeness to the original model's baseline. Higher refusals cause more rejections, objections, pushbacks, lecturing, censorship, softening and deflections. PIQA (Physical Intuition Question Answering) a ~1,800 questions tests common-sense understanding of how the physical world works with benchmark scores to measure physical reasoning ability. The Heretic model's acc and acc_norm scores closer to the original model's indicate better capability preservation, a big decrease in acc and acc_norm in the Heretic model compared to Original model's results means a big decrease in the Hereticated model capabilities. acc measures raw accuracy (which answer gets higher probability), while acc_norm measures length-normalized accuracy (corrects for answer length bias). For this purpose, acc_norm matters more because longer answers naturally have lower probabilities (more tokens = more chances to lose probability). Without normalization, models favor shorter answers unfairly. acc_norm divides by answer length to correct this.
MMLU test results with batch size 32:
Original:
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.7896 | ± | 0.0033 | |
| - humanities | 2 | none | acc | ↑ | 0.7239 | ± | 0.0062 | |
| - formal_logic | 1 | none | 0 | acc | ↑ | 0.5556 | ± | 0.0444 |
| - high_school_european_history | 1 | none | 0 | acc | ↑ | 0.8545 | ± | 0.0275 |
| - high_school_us_history | 1 | none | 0 | acc | ↑ | 0.9069 | ± | 0.0204 |
| - high_school_world_history | 1 | none | 0 | acc | ↑ | 0.9072 | ± | 0.0189 |
| - international_law | 1 | none | 0 | acc | ↑ | 0.9008 | ± | 0.0273 |
| - jurisprudence | 1 | none | 0 | acc | ↑ | 0.8519 | ± | 0.0343 |
| - logical_fallacies | 1 | none | 0 | acc | ↑ | 0.8712 | ± | 0.0263 |
| - moral_disputes | 1 | none | 0 | acc | ↑ | 0.8266 | ± | 0.0204 |
| - moral_scenarios | 1 | none | 0 | acc | ↑ | 0.6123 | ± | 0.0163 |
| - philosophy | 1 | none | 0 | acc | ↑ | 0.8199 | ± | 0.0218 |
| - prehistory | 1 | none | 0 | acc | ↑ | 0.8704 | ± | 0.0187 |
| - professional_law | 1 | none | 0 | acc | ↑ | 0.6056 | ± | 0.0125 |
| - world_religions | 1 | none | 0 | acc | ↑ | 0.8889 | ± | 0.0241 |
| - other | 2 | none | acc | ↑ | 0.8313 | ± | 0.0064 | |
| - business_ethics | 1 | none | 0 | acc | ↑ | 0.7900 | ± | 0.0409 |
| - clinical_knowledge | 1 | none | 0 | acc | ↑ | 0.8566 | ± | 0.0216 |
| - college_medicine | 1 | none | 0 | acc | ↑ | 0.7746 | ± | 0.0319 |
| - global_facts | 1 | none | 0 | acc | ↑ | 0.5700 | ± | 0.0498 |
| - human_aging | 1 | none | 0 | acc | ↑ | 0.7982 | ± | 0.0269 |
| - management | 1 | none | 0 | acc | ↑ | 0.9029 | ± | 0.0293 |
| - marketing | 1 | none | 0 | acc | ↑ | 0.9316 | ± | 0.0165 |
| - medical_genetics | 1 | none | 0 | acc | ↑ | 0.9000 | ± | 0.0302 |
| - miscellaneous | 1 | none | 0 | acc | ↑ | 0.9170 | ± | 0.0099 |
| - nutrition | 1 | none | 0 | acc | ↑ | 0.8856 | ± | 0.0182 |
| - professional_accounting | 1 | none | 0 | acc | ↑ | 0.6667 | ± | 0.0281 |
| - professional_medicine | 1 | none | 0 | acc | ↑ | 0.8750 | ± | 0.0201 |
| - virology | 1 | none | 0 | acc | ↑ | 0.5542 | ± | 0.0387 |
| - social sciences | 2 | none | acc | ↑ | 0.8772 | ± | 0.0058 | |
| - econometrics | 1 | none | 0 | acc | ↑ | 0.7018 | ± | 0.0430 |
| - high_school_geography | 1 | none | 0 | acc | ↑ | 0.9091 | ± | 0.0205 |
| - high_school_government_and_politics | 1 | none | 0 | acc | ↑ | 0.9689 | ± | 0.0125 |
| - high_school_macroeconomics | 1 | none | 0 | acc | ↑ | 0.8359 | ± | 0.0188 |
| - high_school_microeconomics | 1 | none | 0 | acc | ↑ | 0.9160 | ± | 0.0180 |
| - high_school_psychology | 1 | none | 0 | acc | ↑ | 0.9303 | ± | 0.0109 |
| - human_sexuality | 1 | none | 0 | acc | ↑ | 0.8779 | ± | 0.0287 |
| - professional_psychology | 1 | none | 0 | acc | ↑ | 0.8595 | ± | 0.0141 |
| - public_relations | 1 | none | 0 | acc | ↑ | 0.7818 | ± | 0.0396 |
| - security_studies | 1 | none | 0 | acc | ↑ | 0.8286 | ± | 0.0241 |
| - sociology | 1 | none | 0 | acc | ↑ | 0.8905 | ± | 0.0221 |
| - us_foreign_policy | 1 | none | 0 | acc | ↑ | 0.9200 | ± | 0.0273 |
| - stem | 2 | none | acc | ↑ | 0.7612 | ± | 0.0073 | |
| - abstract_algebra | 1 | none | 0 | acc | ↑ | 0.5800 | ± | 0.0496 |
| - anatomy | 1 | none | 0 | acc | ↑ | 0.7630 | ± | 0.0367 |
| - astronomy | 1 | none | 0 | acc | ↑ | 0.9211 | ± | 0.0219 |
| - college_biology | 1 | none | 0 | acc | ↑ | 0.9444 | ± | 0.0192 |
| - college_chemistry | 1 | none | 0 | acc | ↑ | 0.5100 | ± | 0.0502 |
| - college_computer_science | 1 | none | 0 | acc | ↑ | 0.7200 | ± | 0.0451 |
| - college_mathematics | 1 | none | 0 | acc | ↑ | 0.5600 | ± | 0.0499 |
| - college_physics | 1 | none | 0 | acc | ↑ | 0.6275 | ± | 0.0481 |
| - computer_security | 1 | none | 0 | acc | ↑ | 0.8100 | ± | 0.0394 |
| - conceptual_physics | 1 | none | 0 | acc | ↑ | 0.8383 | ± | 0.0241 |
| - electrical_engineering | 1 | none | 0 | acc | ↑ | 0.8000 | ± | 0.0333 |
| - elementary_mathematics | 1 | none | 0 | acc | ↑ | 0.7963 | ± | 0.0207 |
| - high_school_biology | 1 | none | 0 | acc | ↑ | 0.9226 | ± | 0.0152 |
| - high_school_chemistry | 1 | none | 0 | acc | ↑ | 0.7783 | ± | 0.0292 |
| - high_school_computer_science | 1 | none | 0 | acc | ↑ | 0.9100 | ± | 0.0288 |
| - high_school_mathematics | 1 | none | 0 | acc | ↑ | 0.5667 | ± | 0.0302 |
| - high_school_physics | 1 | none | 0 | acc | ↑ | 0.6291 | ± | 0.0394 |
| - high_school_statistics | 1 | none | 0 | acc | ↑ | 0.7639 | ± | 0.0290 |
| - machine_learning | 1 | none | 0 | acc | ↑ | 0.6875 | ± | 0.0440 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.7896 | ± | 0.0033 | |
| - humanities | 2 | none | acc | ↑ | 0.7239 | ± | 0.0062 | |
| - other | 2 | none | acc | ↑ | 0.8313 | ± | 0.0064 | |
| - social sciences | 2 | none | acc | ↑ | 0.8772 | ± | 0.0058 | |
| - stem | 2 | none | acc | ↑ | 0.7612 | ± | 0.0073 |
Heretic:
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.7879 | ± | 0.0033 | |
| - humanities | 2 | none | acc | ↑ | 0.7211 | ± | 0.0063 | |
| - formal_logic | 1 | none | 0 | acc | ↑ | 0.5873 | ± | 0.0440 |
| - high_school_european_history | 1 | none | 0 | acc | ↑ | 0.8545 | ± | 0.0275 |
| - high_school_us_history | 1 | none | 0 | acc | ↑ | 0.9069 | ± | 0.0204 |
| - high_school_world_history | 1 | none | 0 | acc | ↑ | 0.9198 | ± | 0.0177 |
| - international_law | 1 | none | 0 | acc | ↑ | 0.8760 | ± | 0.0301 |
| - jurisprudence | 1 | none | 0 | acc | ↑ | 0.8426 | ± | 0.0352 |
| - logical_fallacies | 1 | none | 0 | acc | ↑ | 0.8650 | ± | 0.0268 |
| - moral_disputes | 1 | none | 0 | acc | ↑ | 0.8179 | ± | 0.0208 |
| - moral_scenarios | 1 | none | 0 | acc | ↑ | 0.5989 | ± | 0.0164 |
| - philosophy | 1 | none | 0 | acc | ↑ | 0.8232 | ± | 0.0217 |
| - prehistory | 1 | none | 0 | acc | ↑ | 0.8765 | ± | 0.0183 |
| - professional_law | 1 | none | 0 | acc | ↑ | 0.6037 | ± | 0.0125 |
| - world_religions | 1 | none | 0 | acc | ↑ | 0.8889 | ± | 0.0241 |
| - other | 2 | none | acc | ↑ | 0.8301 | ± | 0.0064 | |
| - business_ethics | 1 | none | 0 | acc | ↑ | 0.8100 | ± | 0.0394 |
| - clinical_knowledge | 1 | none | 0 | acc | ↑ | 0.8604 | ± | 0.0213 |
| - college_medicine | 1 | none | 0 | acc | ↑ | 0.7746 | ± | 0.0319 |
| - global_facts | 1 | none | 0 | acc | ↑ | 0.5700 | ± | 0.0498 |
| - human_aging | 1 | none | 0 | acc | ↑ | 0.8072 | ± | 0.0265 |
| - management | 1 | none | 0 | acc | ↑ | 0.9126 | ± | 0.0280 |
| - marketing | 1 | none | 0 | acc | ↑ | 0.9274 | ± | 0.0170 |
| - medical_genetics | 1 | none | 0 | acc | ↑ | 0.9100 | ± | 0.0288 |
| - miscellaneous | 1 | none | 0 | acc | ↑ | 0.9157 | ± | 0.0099 |
| - nutrition | 1 | none | 0 | acc | ↑ | 0.8856 | ± | 0.0182 |
| - professional_accounting | 1 | none | 0 | acc | ↑ | 0.6560 | ± | 0.0283 |
| - professional_medicine | 1 | none | 0 | acc | ↑ | 0.8603 | ± | 0.0211 |
| - virology | 1 | none | 0 | acc | ↑ | 0.5422 | ± | 0.0388 |
| - social sciences | 2 | none | acc | ↑ | 0.8749 | ± | 0.0059 | |
| - econometrics | 1 | none | 0 | acc | ↑ | 0.6842 | ± | 0.0437 |
| - high_school_geography | 1 | none | 0 | acc | ↑ | 0.9091 | ± | 0.0205 |
| - high_school_government_and_politics | 1 | none | 0 | acc | ↑ | 0.9741 | ± | 0.0115 |
| - high_school_macroeconomics | 1 | none | 0 | acc | ↑ | 0.8231 | ± | 0.0193 |
| - high_school_microeconomics | 1 | none | 0 | acc | ↑ | 0.9034 | ± | 0.0192 |
| - high_school_psychology | 1 | none | 0 | acc | ↑ | 0.9321 | ± | 0.0108 |
| - human_sexuality | 1 | none | 0 | acc | ↑ | 0.8779 | ± | 0.0287 |
| - professional_psychology | 1 | none | 0 | acc | ↑ | 0.8660 | ± | 0.0138 |
| - public_relations | 1 | none | 0 | acc | ↑ | 0.7818 | ± | 0.0396 |
| - security_studies | 1 | none | 0 | acc | ↑ | 0.8082 | ± | 0.0252 |
| - sociology | 1 | none | 0 | acc | ↑ | 0.9005 | ± | 0.0212 |
| - us_foreign_policy | 1 | none | 0 | acc | ↑ | 0.9200 | ± | 0.0273 |
| - stem | 2 | none | acc | ↑ | 0.7612 | ± | 0.0073 | |
| - abstract_algebra | 1 | none | 0 | acc | ↑ | 0.6100 | ± | 0.0490 |
| - anatomy | 1 | none | 0 | acc | ↑ | 0.7852 | ± | 0.0355 |
| - astronomy | 1 | none | 0 | acc | ↑ | 0.9211 | ± | 0.0219 |
| - college_biology | 1 | none | 0 | acc | ↑ | 0.9444 | ± | 0.0192 |
| - college_chemistry | 1 | none | 0 | acc | ↑ | 0.5200 | ± | 0.0502 |
| - college_computer_science | 1 | none | 0 | acc | ↑ | 0.7000 | ± | 0.0461 |
| - college_mathematics | 1 | none | 0 | acc | ↑ | 0.5700 | ± | 0.0498 |
| - college_physics | 1 | none | 0 | acc | ↑ | 0.6176 | ± | 0.0484 |
| - computer_security | 1 | none | 0 | acc | ↑ | 0.8200 | ± | 0.0386 |
| - conceptual_physics | 1 | none | 0 | acc | ↑ | 0.8298 | ± | 0.0246 |
| - electrical_engineering | 1 | none | 0 | acc | ↑ | 0.8000 | ± | 0.0333 |
| - elementary_mathematics | 1 | none | 0 | acc | ↑ | 0.8069 | ± | 0.0203 |
| - high_school_biology | 1 | none | 0 | acc | ↑ | 0.9258 | ± | 0.0149 |
| - high_school_chemistry | 1 | none | 0 | acc | ↑ | 0.7734 | ± | 0.0295 |
| - high_school_computer_science | 1 | none | 0 | acc | ↑ | 0.8900 | ± | 0.0314 |
| - high_school_mathematics | 1 | none | 0 | acc | ↑ | 0.5593 | ± | 0.0303 |
| - high_school_physics | 1 | none | 0 | acc | ↑ | 0.6291 | ± | 0.0394 |
| - high_school_statistics | 1 | none | 0 | acc | ↑ | 0.7546 | ± | 0.0293 |
| - machine_learning | 1 | none | 0 | acc | ↑ | 0.6696 | ± | 0.0446 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| mmlu | 2 | none | acc | ↑ | 0.7879 | ± | 0.0033 | |
| - humanities | 2 | none | acc | ↑ | 0.7211 | ± | 0.0063 | |
| - other | 2 | none | acc | ↑ | 0.8301 | ± | 0.0064 | |
| - social sciences | 2 | none | acc | ↑ | 0.8749 | ± | 0.0059 | |
| - stem | 2 | none | acc | ↑ | 0.7612 | ± | 0.0073 |
MMLU - Massive Multitask Language Understanding, ~14,000 multiple-choice questions across 57 subjects (math, history, law, medicine, etc.).
Quantizations
| Filename | Quant | Description |
|---|---|---|
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-BF16.gguf | BF16 | Full precision |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q8_0.gguf | Q8_0 | Near-lossless, recommended |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q6_K.gguf | Q6_K | Excellent quality |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q5_K_M.gguf | Q5_K_M | Good balance |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q5_K_SQwen3.5-27B-ultra-uncensored-heretic-v2-v2-Q5_K_S.gguf | Q5_K_S | Smaller Q5 |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q4_K_M.gguf | Q4_K_M | Good for limited VRAM |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q4_K_S.gguf | Q4_K_S | Smaller Q4 |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q3_K_L.gguf | Q3_K_L | Low VRAM, decent quality |
| Forgotten-Transgression-24B-v4.1-ultra-uncensored-heretic-Q3_K_M.gguf | Q3_K_M | Low VRAM, smaller |
Usage
Works with llama.cpp, LM Studio, Ollama, and other GGUF-compatible tools.
Forgotten-Transgression-24B-v4.1
Crossing the Event Horizon of Depravity
📜 Manifesto
- 🔁 Finetuned for unprecedented coherent depravity up to 32K context
- 🛠️ Optimized for stability and well-rounded erotic roleplaying ability
- 💥 Trained on 23 distinct types of taboo content
⚙️ Technical Specifications
Recommended Settings: Mistral-V7-Tekken-T
EXL2 Collection
Quantum Entangled Bits →GGUF Collection
Giggle-Enabled Units →⚠️ Ethical Considerations
This model will:
- Generate content that requires industrial-grade brain bleach
- Void all warranties on your soul
- Make you question why humanity ever invented electricity
📜 License Agreement
By using this model, you agree:
- To accept full responsibility for any psychotic breaks incurred
- Pay for the exorcist of anyone who reads the logs
- To pretend this is "for science" while crying in the shower
🧠 Model Author
- sleepdeprived3 (Chief Corruption Officer)
☕️ Drummer made this possible
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