TL;DR: Raink—a novel, general-purpose listwise document ranking algorithm using an LLM as the ranking model—can be used to solve non-trivial security problems. A very simple explanation of how the Raink algorithm works: Split big list of items into small groups (e.g., 10 items per group) Ask the LLM to rank/order each small group according prompt relevance Shuffle everything and repeat this process several times Keep track of how each item performs across different groups Focus more atten...
