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Seongku Kang

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Preprint Aug 2026

PEARL: Front-Loading Relational Chains for Multi-Hop Table Retrieval

PEARL augments the retrieval corpus offline by generating multi-hop queries over pre-identified join paths and reorganizing relevant columns into vertically partitioned corpus units, enabling effective multi-table retrieval without query-time LLM inference.

S. Ho, Hyeongu Kang, Seongku Kang et al. · 0 citations
Preprint Aug 2026

SCoRD: Semantic-Assisted Continual Retriever-Reranker Distillation for LLM-Based Recommendation

Experiments on real-world datasets show that SCoRD enables effective and efficient retriever-reranker co-adaptation and introduces a semantic reasoning assistant that distills the LLM's ability to infer underlying user intents into reusable intent-level guidance.

S. Baek, Gyuseok Lee, Seunghan Lee et al. · 0 citations

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