llm-retrieval

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#llm-retrieval

Self-Describing Structured Data with Dual-Layer Guidance: A Lightweight Alternative to RAG for Precision Retrieval in Large-Scale LLM Knowledge Navigation

arXiv cs.CL · 2026-04-23 Cached

SDSR proposes lightweight self-describing structured data with dual-layer guidance to exploit LLM primacy bias, achieving 100% routing accuracy without vector DBs.

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#llm-retrieval

On the Robustness of LLM-Based Dense Retrievers: A Systematic Analysis of Generalizability and Stability

Hugging Face Daily Papers · 2026-04-17 Cached

Systematic study shows LLM-based dense retrievers outperform BERT baselines on typos and poisoning but remain vulnerable to semantic perturbations, with embedding geometry predicting robustness.

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