Can't this be solved by adversarial training? Just add as many confusing negotiations as possible with the correct outcome sentence/label during fine-tuning and

Can't this be solved by adversarial training? Just add as many confusing negotiations as possible with the correct outcome sentence/label during fine-tuning and see an LLM to finally get it working?