most citedNot All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

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cs.IR2025

Doc2Query++: Topic-Coverage based Document Expansion and its Application to Dense Retrieval via Dual-Index Fusion

Tzu-Lin Kuo, Wei-Ning Chiu, Wei-Yun Ma +1

Document expansion (DE) via query generation tackles vocabulary mismatch in sparse retrieval, yet faces limitations: uncontrolled generation producing hallucinated or redundant que…