Single-shot retrieval for multi-step search sessions
Develop single-shot text-based retrieval methods that can effectively handle multi-step user search sessions where the initial query does not immediately lead to engagement, thereby eliminating the need for user reformulation.
References
\Cref{tab:search} further analyzes a subset of challenging queries that required user reformulation ("Multi-steps"); these sessions are difficult to construct because the initial query did not immediately lead to engagement and remain an open challenge for single-shot retrieval.
— A Unified Language Model for Large Scale Search, Recommendation, and Reasoning
(2603.17533 - Nadai et al., 18 Mar 2026) in Appendix, Search by item type and query complexity