Internet Search Is Not a Naive Information Retrieval Problem
a year ago
- #LLM
- #Search Engine
- #Manipulation Resistance
- The research employs a curriculum-based rollout strategy to enhance LLMs' reasoning by exposing them to increasingly challenging retrieval scenarios.
- ZEROSEARCH improves search capabilities of LLMs, with a 7B model matching real search engine performance and a 14B model surpassing it.
- The study highlights LLMs' ability to simulate search behavior in controlled conditions but questions their resilience against manipulation in real-world scenarios.
- Real search engines prioritize resisting manipulation over finding relevant documents, facing constant threats from spam, artificial link schemes, and evolving abuse tactics.