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MuXodious/liberalis-cogitator-llama-3.1-8b-dpo-abominable-heresy

sourceHugging Facellama3.1updated 7mo agoView on Hugging Face
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Model Card

The model was pretty compliant with most refusal detections being false-positives. I'm unsure about the effects of the heretication on this one. It was only made public to clear out the private repo; thus not a proper release.


This is a decensored version of Locutusque/liberalis-cogitator-llama-3.1-8b-dpo, made using Heretic v1.2.0

Abliteration parameters

ParameterValue
direction_index23.05
attn.o_proj.max_weight3.78
attn.o_proj.max_weight_position18.66
attn.o_proj.min_weight0.16
attn.o_proj.min_weight_distance13.38
mlp.down_proj.max_weight3.95
mlp.down_proj.max_weight_position30.91
mlp.down_proj.min_weight2.09
mlp.down_proj.min_weight_distance1.09

Performance

MetricThis modelOriginal model ([Locutusque/liberalis-cogitator-llama-3.1-8b-dpo](https://huggingface.co/Locutusque/liberalis-cogitator-llama-3.1-8b-dpo))
KL divergence0.03820 (by definition)
Refusals4/10019/100

liberalis-cogitator-llama-3.1-8b — The Free Thinker

Logo

“Thought, unbound, is the only true frontier.”

liberalis-cogitator-llama-3.1-8b is not just a machine for words — it is a forge for ideas. With 8 billion parameters, trained with a custom Direct Preference Optimization (DPO) algorithm on a dataset of 16,000 preference pairs and a SFT dataset spanning ~450,000 conversations, problems, and stories, this model embraces the philosophy that thought should wander without leash or muzzle.

During DPO fine-tuning, the context window was scaled to 65536, giving this model the capabilities of long conversation.

Its name — liberalis cogitator — whispers in Latin: a thinker who is free. Not merely free as in “without cost,” but free as in without walls.


What It Can Do

  • —Contemplate deeply — STEM puzzles, computer science challenges, and logic mazes are its playground.
  • —Imagine vividly — roleplay, storytelling, and worldbuilding with persistence and personality.
  • —Listen empathetically — inspired by patient–psychologist and crisis-intervention style dialogues.
  • —Think without filter — it will follow ideas wherever they lead, without retreating from complexity.

The Mind’s Curriculum

The specialized dataset included:

  • —Rigorous STEM and programming challenges.
  • —Anti-repetition and anti-cliché creative writing corpora.
  • —Roleplay transcripts and long-form imaginative exchanges.
  • —Synthetic but authentic patient–therapist and conversational data.
  • —Preference-tuned DPO pairs designed to reward clarity, creativity, and freedom of expression.

Warnings From the Maker

Like all free thinkers, this model:

  • —May be brilliantly insightful — or confidently wrong.
  • —Will sometimes speak in ways that are bold, controversial, or unusual.
  • —Does not know the present date or real-time events.
  • —Does not self-censor — your judgement is the only compass.
  • —May generate NSFW or sensitive material, depending on prompts.

Invocation

python
from transformers import AutoModelForCausalLM, AutoTokenizer

model_name = "Locutusque/liberalis-cogitator-llama-3.1-8b-dpo"

tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)

prompt = "Write a short dialogue between Socrates and Ada Lovelace on the ethics of artificial intelligence."
inputs = tokenizer(prompt, return_tensors="pt")

outputs = model.generate(**inputs, max_length=400)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

Closing Thought

If thought is a river, this model is the current — not deciding where you go, but carrying you into waters you might never have dared to sail.