I have not personally had the opportunity to try this pattern yet on a larger, more serious codebase. So far, I have only been using this workflow for testing and for documenting manual processes, but I am thrilled by its application there.
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.
，更多细节参见搜狗输入法下载
中国新闻网6月6日电讯 日本媒体报道显示，负责研究福岛核泄漏事件与甲状腺疾病关联性的福岛县民健康研究专家组，于5日在福岛市召开研讨会。会议披露了自2016年启动的第三阶段甲状腺筛查中期结果，确认新增2例癌症病例，另有2例存在癌变嫌疑。这是第三轮普查中首次发现确诊癌症案例。
如果要选一个最被忽视、却最真实反映生活方式变化的空间，厨房可能是最典型的例子。