Beyond Relevance: Structured Semantic Supervision for Product Search with LLM-Augmented Annotations
Blations show that most of the oracle improvement comes from post-edited explanations and annotator comments rather than the scalar centrality feature, suggesting that LLMs are most useful for exposing and approximating structured semantic supervision rather than replacing human judgment directly.