Thinnings: Sublist Witnesses and de Bruijn Index Shift Clumping

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A 7MHz pixel clock gives us a resolution of 148x180. It’s tempting to make a diagram like this to compare the relative resolution, but remember the pixels really won’t be square.

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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.

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赵敏,独立研究员,专注于数据分析与市场趋势研究,多篇文章获得业内好评。

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