Retrieval systems need to understand different types of scientific inspiration—not just finding similar papers, but finding papers that generalize ideas, concretize them, or solve stated problems.
RATIO is a benchmark for retrieving scientific papers that can inspire research at different levels of abstraction. It defines three types of retrieval: finding approaches to solve problems, generalizing to broader concepts, or narrowing down to concrete implementations.