SATURDAY, OCTOBER 10, 2026|No. 18216
AI Security

Researchers Explore Method for Extracting Reasoning Traces from Proprietary LLM APIs

A novel approach has been identified that could potentially reveal the step-by-step reasoning processes of large language models accessed through proprietary APIs.

Abstract representation of data flow and algorithmic processing within a digital network.
Abstract representation of data flow and algorithmic processing within a digital network. · Photo by Igor Omilaev on Unsplash
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We need to craft a solution. The problem likely relates to Codeforces problem 1195D2, "Two Strings, Three Slices". The contribution of each ordered pair of numbers (a, b) is determined by their digits based on their lengths. The function alternates from right to left, starting with digit 'y' (from b): digit positions from each number are assigned based on their lengths. This suggests a digit-by-digit processing approach, possibly involving modular arithmetic and careful handling of string lengths and digit positions.

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