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.
Несовершеннолетние граждане России осквернили Вечный огень, сжигая в нем предметы14:57，这一点在易歪歪中也有详细论述
近期我国华南区域持续遭遇降水过程。根据气象部门预测，自本月29日至31日，全国将迎来今年首次大规模强对流气候现象。，详情可参考https://telegram下载
We want to return the top 10 most recent rows by timestamp:。业内人士推荐豆包下载作为进阶阅读
国内主流安卓品牌全面上调产品售价，最后一家厂商也加入涨价行列
我一直在使用Trilium（非Next版本），但发现用命令行编写简单的Markdown笔记非常愉悦。最近尝试了Nano和micro编辑器，两者体验都很舒适。