Do We Need Bigger Models for Science? Task-Aware Retrieval with Small Language Models

Florian Kelber, Matthias Jobst, Yuni Susanti +1

Scientific knowledge discovery increasingly relies on large language models, yet many existing scholarly assistants depend on proprietary systems with tens or hundreds of billions…