Task-aware retrieval with small models partially compensates for reduced scale in scholarly QA but model capacity remains important for complex reasoning.
Thus, current evaluation fo- cuses on the text-based components, while the KG-Fact module is presented primarily as an archi- tectural capability
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Do We Need Bigger Models for Science? Task-Aware Retrieval with Small Language Models
Task-aware retrieval with small models partially compensates for reduced scale in scholarly QA but model capacity remains important for complex reasoning.