In one word, porn. Qwen filtered out a lot of porn during data curation, and a finetuned model can perform much better than context engineering. Abliteration c

In one word, porn. Qwen filtered out a lot of porn during data curation, and a finetuned model can perform much better than context engineering. Abliteration can only remove censorship, not add something non-existent in the training data. This guy did some great work in the age of Qwen 3.0: https://huggingface.co/chenrm/qwen3-235b-a22b-h-corpus-lora https://huggingface.co/chenrm/qwen3-235b-a22b-h-corpus-lora