SIRA compresses multi-round exploratory retrieval into one corpus-discriminative BM25 action via LLM document enrichment, query-time term prediction, and corpus-statistic filtering, reporting top average performance on ten BEIR benchmarks and strong results on BrowseComp-Wikipedia without relevance
Sparta: Efficient open-domain question answering via sparse transformer matching retrieval
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Superintelligent Retrieval Agent: The Next Frontier of Agentic Retrieval
SIRA compresses multi-round exploratory retrieval into one corpus-discriminative BM25 action via LLM document enrichment, query-time term prediction, and corpus-statistic filtering, reporting top average performance on ten BEIR benchmarks and strong results on BrowseComp-Wikipedia without relevance