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Abliterated vs uncensored

Both kinds of model answer where a stock model would refuse. An abliterated model has had the refusal cut out of it. An uncensored model was trained not to refuse in the first place.

Abliteration

A language model that refuses does it in a surprisingly simple way. Compare what happens inside the model on requests it refuses and requests it answers, and one direction in its internal activity lights up for the refusals. Abliteration finds that direction and removes it from the model's weights. Nothing is retrained. The model keeps what it knew and loses the reflex to say no.

The appeal is that it is quick, cheap, and can be done to any open model within days of release. The risk is a blunt edit: remove too much and the model gets slightly worse at everything.

Heretic

Heretic is a tool that automates abliteration. Instead of a person choosing where and how hard to cut, it tries many settings and keeps the one that stops the most refusals while changing the model's ordinary answers the least. The result is usually a lighter edit than one made by hand.

Uncensored fine-tunes

An uncensored model gets there by training. The model is trained further on conversations that contain no refusals, so it learns to answer. This takes more time and compute, and it can change the model's voice, for better or worse. Done well, it produces a model that is not only willing but good at the kind of writing it was trained on.

Which is better

Which models here are which

ModelHow the refusals were removed
Kimi K3.1 ProAbliterated
DeepSeek V4.1 Flash 1017Abliterated
DeepSeek Flash LiteAbliterated with Heretic
MiMo V2.6 FlashAbliterated
GLM 5.3 and GLM 5.3 FlashUncensored build
Qwen3.8 27BUncensored build

Hosted or downloaded

Abliterated models are popular as downloads to run with Ollama or llama.cpp. That works if you have the GPU for it. The larger models on this page need far more memory than a home machine has, which is the reason to use them hosted.

Keep reading

Updated 12 November 2026. Prices are read from the live price list.

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