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Superintelligent Retrieval Agent: The Next Frontier of Information Retrieval by cursonivel001 is a document available to read on EtoBox.

The SuperIntelligent Retrieval Agent (SIRA) is introduced as a novel approach to information retrieval that enhances efficiency by transforming multi-round exploratory searches into a single, expert-level retrieval action. SIRA utilizes a two-stage framework where an LLM generates an expected-response sketch and validates terms against corpus statistics, leading to a controlled BM25 query. Performance evaluations show that SIRA significantly outperforms existing dense retrievers and multi-round agentic base

Author
cursonivel001
Language
EN