Atlas · GenAI 2026
Query Optimization
Dynamic query transformation (HyDE, Query Expansion)
conceptPeak: 2024Advanced RAGAI consensus: 1/3
Prerequisites
Query transformation modifies the retrieval query WITHIN a RAG pipeline — it requires understanding what retrieval is trying to achieve
Recommended reference
Gao et al. (2023) 'Precise Zero-Shot Dense Retrieval without Relevance Labels' (HyDE paper) — arXiv:2212.10496; elegant approach to query transformation
Notes from AI deep research
Anthropic Opus
HyDE: hipotetyczna odpowiedz jako query. Proste techniki z duzym wplywem na recall
Google Deep Think
Dekompozycja i przepisywanie pytań [G#48]
Related skills
- → is part of: Retrieval-Augmented Generation(3/3)
- → is part of: Semantic Search(3/3)