Superintelligent Retrieval Agent: The Next Frontier of Information Retrieval
8 hours ago
- #superintelligence
- #lexical-retrieval
- #information-retrieval
- Introduces SuperIntelligent Retrieval Agent (SIRA) to compress multi-round search into a single corpus-discriminative action.
- SIRA uses LLM to enrich documents and predict missing query vocabulary, filtering terms with corpus statistics.
- Achieves superior performance on BEIR benchmarks and QA tasks compared to dense retrievers and multi-round baselines.