Preprint Open access
EvoDuet: Bilevel Co-Evolution of Web Searching and Task Solving for Scientific Discovery
Evolutionary search with large language models (LLMs) can stall when progress requires external knowledge the model lacks. Supplying relevant documents helps, but simply adding web search tool can keep returning the same pages as solutions change. We introduce EvoDuet, a bi-level optimization method that co-evolves sol …