## Overview >[!summary] > Demonstrate three correlated techniques on how to pinpoint which model thought sentences level influence the most model answer >[!question] > how to determine if / which thoughts influence the most model answers? >[!idea] > Key technique: Remove a thought sentence and resample the reasoning from that point without it. ## 🔮Insights >[!insight] > There exist key thoughts that are very correlated and influence the answer. >[!limitation] > Techniques requires either to have whitebox access to the model or resample the answers many times which is somewhat costly. ## 🧭 Topic Compass ### Where Does X come from? ### What is similar to X? ### What compete with X? ### Where can X lead To? ## 📖 References ### **Paper** url: