大型語言模型的工作原理是將你的話語分割成稱為「詞元」(tokens)的小塊,然後利用統計方法分析這些詞元,從而得到適當的回應。這代表你說的每一個字詞,甚至是一個額外的逗號,都可能影響AI的回答。問題在於,這種影響幾乎無法預測。雖然已經有許多研究試圖從AI提示的細微變化中尋找規律,但大部分證據相互矛盾,結論也不明確。
The new contract is set to run for five years and is estimated at £27m, far more than the value of the contract awarded to Crawford in 2021, but still significantly less than the amount paid to it over the course of its agreement.
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Regions with many nearby points keep subdividing. Regions with few or no points stay large. The tree adapts to the data: dense areas get fine-grained cells, sparse areas stay coarse. The split grid is predetermined (always at midpoints), but the tree only refines cells that need it. Sparse regions stay as single large nodes while dense regions subdivide deeply.
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"That temperature is pretty nice here, really," he says. "Minus five is as warm as it gets. It can get down to about -40, but you're looking at about -20 being the average."