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Anthropic. System Card: Claude Opus 4.6. Technical report, Anthropic, 2026. URL https://www-cdn.anthropic.com/14e4fb01875d2a69f646fa5e574dea2b1c0ff7b5.pdf.
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The authors selected their pottery shards from coastal, lagoon, riverside, and lakefront sites to get a range of ecological settings, and focused on shards with substantial crusted residues from foodstuffs. They also examined botanical records, where available, to get a sense of which plants were locally available at each site. After initial examination under a microscope, the most heavily crusted areas were imaged with scanning electron microscopy to better examine their fine structure. They also analyzed the lipids and bulk isotopes present in the residues.，这一点在Facebook美国账号,FB美国账号,海外美国账号中也有详细论述
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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.