SIRA compresses multi-round exploratory retrieval into one LLM-guided, corpus-statistic-validated weighted BM25 query and reports superior results over dense retrievers and agentic baselines on BEIR benchmarks.
A2search: Ambiguity-aware question answering with reinforcement learning.arXiv preprint arXiv:2510.07958
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Superintelligent Retrieval Agent: The Next Frontier of Information Retrieval
SIRA compresses multi-round exploratory retrieval into one LLM-guided, corpus-statistic-validated weighted BM25 query and reports superior results over dense retrievers and agentic baselines on BEIR benchmarks.