To make this practical, I first define a calibrated rubric over the digits 0-9 (there’s only one token for each digit), where each digit corresponds to a clear qualitative description. At the scoring step, I capture the model’s next-token logits and retain only the logits corresponding to those valid digit tokens. This avoids contamination from unrelated continuations such as explanation text, punctuation, or alternate formatting. After renormalizing over the restricted digit set, I interpret the resulting probabilities as a categorical score distribution.
Notifications gave her a ‘rush’
，详情可参考新收录的资料
Подробности о смерти Гасанзаде не сообщаются.
（四）行政执法事项清单管理、行政执法责任确定、行政执法状况评议、行政执法责任追究等相关制度；