These models are very good to be able to see what sentence am I most likely to create. Using this, you can actually come up with ways in which this sentence would be unusual or surprising to come from this person or to come from this model. We can only do this with open source models. Anthropic or OpenAI will not give access to their logits because we actually need the model weights to be able to do this.